7A: Calibrating Hedonic Pricing Model for Private Highrise Property with GWR Method

In this exercise, we will learn to build hedonic pricing models for private high-rise property using Geographically Weighted Regression (GWR) methods to account for non-stationary variables.

1 Exercise 7A Reference

R for Geospatial Data Science and Analytics - 13  Calibrating Hedonic Pricing Model for Private Highrise Property with GWR Method

2 Overview

In this exercise, we will learn to build hedonic pricing models for private high-rise property using Geographically Weighted Regression (GWR) methods to account for non-stationary variables.

Geographically weighted regression (GWR) is a spatial statistical technique that takes non-stationary variables into consideration (e.g., climate; demographic factors; physical environment characteristics) and models the local relationships between these independent variables and an outcome of interest (also known as dependent variable).

In this exercise, The dependent variable is the resale prices of condominium in 2015. The independent variables are divided into either structural and locational.

We will be using the GWmodel package. It provides a collection of localised spatial statistical methods, namely: GW summary statistics, GW principal components analysis, GW discriminant analysis and various forms of GW regression; some of which are provided in basic and robust (outlier resistant) forms. Commonly, outputs or parameters of the GWmodel are mapped to provide a useful exploratory tool, which can often precede (and direct) a more traditional or sophisticated statistical analysis.

3 Learning Outcome

• Understand the basics of geographically weighted regression (GWR).
• Build and evaluate hedonic pricing models using GWR.
• Convert geospatial and aspatial data into appropriate formats for analysis.
• Perform exploratory data analysis (EDA) using statistical graphics.
• Visualize the model outputs and spatial patterns using various R packages.
• Assess spatial autocorrelation and other statistical properties of model residuals.
• Compare and interpret fixed and adaptive bandwidth GWR models.

4 The Data

The following 2 datasets will be used in this study:

Data Set	Description	Format
MP14_SUBZONE_WEB_PL	URA Master Plan 2014’s planning subzone boundaries represented as polygon features.	ESRI Shapefile
condo_resale_2015.csv	Data on condominium resale prices in 2015, including structural and locational attributes.	CSV

5 Installing and Launching the R Packages

The following R packages will be used in this exercise:

Package	Purpose	Use Case in Exercise
sf	Manages, processes, and manipulates vector-based geospatial data.	Handling and converting geospatial data such as the URA Master Plan boundaries.
GWmodel	Calibrates geographically weighted models for local spatial analysis.	Building hedonic pricing models using fixed and adaptive bandwidth GWR methods.
olsrr	Performs diagnostics and builds better multiple linear regression models.	Testing for multicollinearity, normality, and linearity of the regression model.
corrplot	Provides visual tools to explore data correlation matrices.	Visualizing relationships between independent variables in the dataset.
tmap	Creates static and interactive thematic maps using cartographic quality elements.	Visualizing the geospatial distribution of condominium resale prices and other model outputs.
tidyverse	A collection of packages for data science tasks such as data manipulation, visualization, and modeling.	Importing CSV files, wrangling data, and performing data transformations and visualizations.
ggpubr	Enhances ‘ggplot2’ for easier ‘publication-ready’ plots.	Creating small multiple histograms and scatterplots for exploratory data analysis.

To install and load these packages, use the following code:

pacman::p_load(olsrr, corrplot, ggpubr, sf, spdep, GWmodel, tmap, tidyverse, gtsummary)

6 Geospatial Data Wrangling

6.1 Importing Geospatial Data

To import MP_SUBZONE_WEB_PL shapefile:

mpsz = st_read(dsn = "data/geospatial", layer = "MP14_SUBZONE_WEB_PL")

Reading layer `MP14_SUBZONE_WEB_PL' from data source 
  `/Users/walter/code/isss626/isss626-gaa/Hands-on_Ex/Hands-on_Ex07/data/geospatial' 
  using driver `ESRI Shapefile'
Simple feature collection with 323 features and 15 fields
Geometry type: MULTIPOLYGON
Dimension:     XY
Bounding box:  xmin: 2667.538 ymin: 15748.72 xmax: 56396.44 ymax: 50256.33
Projected CRS: SVY21

The output above shows that the R object used to contain the imported MP14_SUBZONE_WEB_PL shapefile is called mpsz and it is a simple feature object. The geometry type is multipolygon. It is also important to note that mpsz simple feature object does not have EPSG information.

6.2 Updating CRS Information

The code below updates the newly imported mpsz with the correct ESPG code (i.e. 3414)

mpsz_svy21 <- st_transform(mpsz, 3414)
st_crs(mpsz_svy21)

Coordinate Reference System:
  User input: EPSG:3414 
  wkt:
PROJCRS["SVY21 / Singapore TM",
    BASEGEOGCRS["SVY21",
        DATUM["SVY21",
            ELLIPSOID["WGS 84",6378137,298.257223563,
                LENGTHUNIT["metre",1]]],
        PRIMEM["Greenwich",0,
            ANGLEUNIT["degree",0.0174532925199433]],
        ID["EPSG",4757]],
    CONVERSION["Singapore Transverse Mercator",
        METHOD["Transverse Mercator",
            ID["EPSG",9807]],
        PARAMETER["Latitude of natural origin",1.36666666666667,
            ANGLEUNIT["degree",0.0174532925199433],
            ID["EPSG",8801]],
        PARAMETER["Longitude of natural origin",103.833333333333,
            ANGLEUNIT["degree",0.0174532925199433],
            ID["EPSG",8802]],
        PARAMETER["Scale factor at natural origin",1,
            SCALEUNIT["unity",1],
            ID["EPSG",8805]],
        PARAMETER["False easting",28001.642,
            LENGTHUNIT["metre",1],
            ID["EPSG",8806]],
        PARAMETER["False northing",38744.572,
            LENGTHUNIT["metre",1],
            ID["EPSG",8807]]],
    CS[Cartesian,2],
        AXIS["northing (N)",north,
            ORDER[1],
            LENGTHUNIT["metre",1]],
        AXIS["easting (E)",east,
            ORDER[2],
            LENGTHUNIT["metre",1]],
    USAGE[
        SCOPE["Cadastre, engineering survey, topographic mapping."],
        AREA["Singapore - onshore and offshore."],
        BBOX[1.13,103.59,1.47,104.07]],
    ID["EPSG",3414]]

Notice that the EPSG: is indicated as 3414 now.

6.3 Revealing the Extent of mpsz_svy21

To reveal the extent of mpsz_svy21:

st_bbox(mpsz_svy21) #view extent

     xmin      ymin      xmax      ymax 
 2667.538 15748.721 56396.440 50256.334 

7 Aspatial Data Wrangling

7.1 Importing Aspatial Data

The condo_resale_2015 is in csv file format. The codes chunk below uses read_csv() function of readr package to import condo_resale_2015 into R as a tibble data frame called condo_resale.

condo_resale = read_csv("data/aspatial/Condo_resale_2015.csv")
glimpse(condo_resale)

Rows: 1,436
Columns: 23
$ LATITUDE             <dbl> 1.287145, 1.328698, 1.313727, 1.308563, 1.321437,…
$ LONGITUDE            <dbl> 103.7802, 103.8123, 103.7971, 103.8247, 103.9505,…
$ POSTCODE             <dbl> 118635, 288420, 267833, 258380, 467169, 466472, 3…
$ SELLING_PRICE        <dbl> 3000000, 3880000, 3325000, 4250000, 1400000, 1320…
$ AREA_SQM             <dbl> 309, 290, 248, 127, 145, 139, 218, 141, 165, 168,…
$ AGE                  <dbl> 30, 32, 33, 7, 28, 22, 24, 24, 27, 31, 17, 22, 6,…
$ PROX_CBD             <dbl> 7.941259, 6.609797, 6.898000, 4.038861, 11.783402…
$ PROX_CHILDCARE       <dbl> 0.16597932, 0.28027246, 0.42922669, 0.39473543, 0…
$ PROX_ELDERLYCARE     <dbl> 2.5198118, 1.9333338, 0.5021395, 1.9910316, 1.121…
$ PROX_URA_GROWTH_AREA <dbl> 6.618741, 7.505109, 6.463887, 4.906512, 6.410632,…
$ PROX_HAWKER_MARKET   <dbl> 1.76542207, 0.54507614, 0.37789301, 1.68259969, 0…
$ PROX_KINDERGARTEN    <dbl> 0.05835552, 0.61592412, 0.14120309, 0.38200076, 0…
$ PROX_MRT             <dbl> 0.5607188, 0.6584461, 0.3053433, 0.6910183, 0.528…
$ PROX_PARK            <dbl> 1.1710446, 0.1992269, 0.2779886, 0.9832843, 0.116…
$ PROX_PRIMARY_SCH     <dbl> 1.6340256, 0.9747834, 1.4715016, 1.4546324, 0.709…
$ PROX_TOP_PRIMARY_SCH <dbl> 3.3273195, 0.9747834, 1.4715016, 2.3006394, 0.709…
$ PROX_SHOPPING_MALL   <dbl> 2.2102717, 2.9374279, 1.2256850, 0.3525671, 1.307…
$ PROX_SUPERMARKET     <dbl> 0.9103958, 0.5900617, 0.4135583, 0.4162219, 0.581…
$ PROX_BUS_STOP        <dbl> 0.10336166, 0.28673408, 0.28504777, 0.29872340, 0…
$ NO_Of_UNITS          <dbl> 18, 20, 27, 30, 30, 31, 32, 32, 32, 32, 34, 34, 3…
$ FAMILY_FRIENDLY      <dbl> 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0…
$ FREEHOLD             <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1…
$ LEASEHOLD_99YR       <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…

LATITUDE	LONGITUDE	POSTCODE	SELLING_PRICE	AREA_SQM	AGE	PROX_CBD	PROX_CHILDCARE	PROX_ELDERLYCARE	PROX_URA_GROWTH_AREA	PROX_HAWKER_MARKET	PROX_KINDERGARTEN	PROX_MRT	PROX_PARK	PROX_PRIMARY_SCH	PROX_TOP_PRIMARY_SCH	PROX_SHOPPING_MALL	PROX_SUPERMARKET	PROX_BUS_STOP	NO_Of_UNITS	FAMILY_FRIENDLY	FREEHOLD	LEASEHOLD_99YR
1.287145	103.7802	118635	3000000	309	30	7.9412588	0.1659793	2.5198118	6.6187407	1.7654221	0.0583555	0.5607188	1.1710446	1.6340256	3.3273195	2.2102717	0.9103958	0.1033617	18	0	1	0
1.328698	103.8123	288420	3880000	290	32	6.6097971	0.2802725	1.9333338	7.5051087	0.5450761	0.6159241	0.6584461	0.1992269	0.9747834	0.9747834	2.9374279	0.5900617	0.2867341	20	0	1	0
1.313727	103.7971	267833	3325000	248	33	6.8979999	0.4292267	0.5021395	6.4638866	0.3778930	0.1412031	0.3053433	0.2779886	1.4715016	1.4715016	1.2256850	0.4135583	0.2850478	27	0	1	0
1.308563	103.8247	258380	4250000	127	7	4.0388614	0.3947354	1.9910316	4.9065124	1.6825997	0.3820008	0.6910183	0.9832843	1.4546324	2.3006394	0.3525671	0.4162219	0.2987234	30	0	1	0
1.321437	103.9505	467169	1400000	145	28	11.7834021	0.1194666	1.1212570	6.4106317	0.5647840	0.4609739	0.5289100	0.1164202	0.7094603	0.7094603	1.3077767	0.5810551	0.3449276	30	0	1	0
1.314198	103.9386	466472	1320000	139	22	10.2635447	0.1253106	0.7892980	5.0921600	0.7812047	0.0993928	0.3196637	0.4102575	0.8495039	0.8495039	1.2078267	1.1630128	0.0723636	31	1	1	0
1.319357	103.8371	309502	3410000	218	24	4.2431523	0.3261674	1.3303714	5.1829872	0.8367438	0.1576035	0.6370617	0.4173627	0.2259482	2.8089149	0.7525446	0.2527034	0.3159742	32	1	1	0
1.322667	103.9480	468497	1420000	141	24	11.5727792	0.1621672	0.8126411	6.1419978	0.7844803	0.3018756	0.5334337	0.1255406	0.6378889	0.6378889	1.0013344	0.7326623	0.2882007	32	0	1	0
1.277498	103.7937	118450	2025000	165	27	6.4623024	0.1226780	1.8219777	6.7823855	0.3146667	0.8826895	0.3038065	0.2725850	1.6431472	3.3898014	0.9381038	0.9381038	0.1744165	32	1	1	0
1.316472	103.8026	268157	2550000	168	31	6.5220714	0.6093627	1.0400260	6.9670298	0.3335888	0.3695278	0.5406332	0.4791223	0.7878561	0.7878561	1.9082494	1.0544407	0.3581550	32	1	0	0
1.318634	103.9054	416558	927000	112	17	7.1330116	0.2198907	1.7969858	1.3816656	0.2273095	0.3680385	0.2834047	0.6248280	0.6246920	2.0917090	1.2575209	0.3588075	0.1417785	34	0	1	0
1.299148	103.8850	439089	1305000	89	22	4.0923569	0.1119126	0.3949609	2.2816127	0.3732629	0.1386336	0.1714775	0.2696114	0.2534107	0.2534107	1.0115173	0.9800599	0.0378338	34	0	1	0
1.300664	103.8239	249617	8200000	302	6	3.5824670	0.7369021	1.1901918	4.3745536	1.2273202	0.5592659	0.2001982	1.4054766	1.0401793	2.8203816	0.4730372	0.6360675	0.0118307	35	0	1	0
1.321887	103.9467	466671	970000	97	31	11.4035345	0.0794375	0.7119040	5.9880787	0.6693315	0.1440100	0.5959318	0.1992095	0.5041911	0.5041911	0.8903817	0.6213338	0.1190808	36	0	1	0
1.317356	103.8336	259709	2400000	164	21	4.2081595	0.2756745	1.7235429	5.1440218	0.8663477	0.2266050	0.6369332	0.4215396	0.2292861	2.8580633	1.1122671	0.2489496	0.1284966	37	0	1	0
1.307136	103.8262	258371	4850000	216	18	3.8124831	0.2279692	1.8049128	4.6803130	1.5750138	0.3965485	0.5953065	1.1879130	1.5794904	2.5252700	0.1261041	0.1963790	0.1190050	39	0	1	0
1.314694	103.8322	259792	3100000	177	12	4.0296742	0.4609791	1.9934467	4.9585186	0.8492915	0.5592714	0.6525788	0.7226026	0.5505769	2.7654053	0.8563343	0.5062948	0.2342751	40	0	1	0
1.341648	103.9605	488067	1300000	152	21	13.7202572	0.1617229	0.2682766	7.9527551	1.8201687	0.2423631	0.1037349	0.3043831	0.9806890	2.0424526	0.8460385	0.8453546	0.1659319	40	0	0	0
1.312249	103.9152	425569	1317500	148	22	7.7574548	0.3417516	0.8290803	2.5510218	0.7258363	0.2214244	0.5945603	0.2883118	0.7625710	1.6872281	1.3933110	0.9294241	0.2862397	41	0	1	0
1.310248	103.8279	259945	15844000	368	1	3.9262533	0.2880536	2.1305255	4.8220470	1.3028486	0.7498951	0.7647225	1.2957683	1.2210835	2.4947825	0.3419318	0.2984839	0.3705066	43	1	1	0
1.327399	103.8124	288411	1668000	116	18	6.4933093	0.2027487	1.9539435	7.3851386	0.4083609	0.4820829	0.6111407	0.2334541	0.8574388	0.8574388	2.8026488	0.4668026	0.2377837	43	0	1	0
1.296350	103.8414	238352	1830000	129	22	1.7717222	0.2086491	0.9528865	2.6859057	0.9162715	1.3259236	0.5299836	0.4189915	0.6349649	3.0333032	0.4520046	0.3343266	0.2176689	43	0	1	0
1.320179	103.9550	466609	1000000	136	24	12.2093916	0.1411150	1.6426434	6.9075052	0.0518171	0.4148850	0.1744784	0.3704123	1.1037575	1.1037575	1.7638753	0.1768234	0.0316529	43	0	1	0
1.338060	103.7699	598008	1340000	133	31	10.8853693	0.1993094	2.0193975	3.1183706	0.6997000	0.3150845	0.7585258	0.1488652	0.3537929	2.8361996	0.9830921	0.8427420	0.1075840	43	0	0	1
1.337920	103.7703	598010	900000	115	31	10.8332937	0.2414682	2.0162684	3.1671202	0.6527774	0.2660456	0.7197332	0.1717035	0.4023635	2.7943549	0.9328604	0.8094788	0.1595130	43	0	0	1
1.306570	103.8203	258502	8575376	258	5	4.2849944	0.8882157	1.9598767	5.1082827	1.9495496	0.3191474	0.1554199	0.6677492	1.7331634	2.0880010	0.4430678	0.7521826	0.1116310	46	0	1	0
1.308758	103.8368	229717	3828000	199	13	3.1985245	0.2169503	1.3214046	4.1309721	0.4759004	0.7410439	0.4405248	0.8151664	0.5100243	3.4678365	0.3788550	0.5552805	0.2707585	46	0	1	0
1.377973	103.9579	509032	1080000	121	22	15.7832167	0.4276667	1.1636313	6.8719611	3.6007817	0.0448290	1.1067121	0.6388114	0.6162428	0.8116088	1.0889582	0.3515299	0.0980696	48	0	0	0
1.377754	103.9581	509039	1090000	123	22	15.7855348	0.4084043	1.1449097	6.9046641	3.5863173	0.0761149	1.1163178	0.6664487	0.5930824	0.7772790	1.0960908	0.3842740	0.1137024	48	0	0	0
1.377851	103.9582	509042	1080000	123	22	15.8048465	0.4157673	1.1590631	6.9145162	3.5673208	0.0655536	1.1357229	0.6809604	0.6051296	0.7756794	1.1155757	0.3941765	0.1318220	48	0	0	0
1.302843	103.8987	437830	1980000	152	4	5.6584360	0.1015229	1.1944377	1.8020162	0.8090423	0.2754160	0.4366961	0.3321279	0.3421261	1.4860668	0.4830675	0.4830675	0.0632490	50	0	1	0
1.302996	103.8988	437831	1440000	134	4	5.6742513	0.0850668	1.1961973	1.7897642	0.7893092	0.2596157	0.4563378	0.3519025	0.3223892	1.4837623	0.4696533	0.4696533	0.0659795	50	0	1	0
1.315453	103.7769	276957	5100000	322	30	9.0087544	0.3801710	0.9610933	4.3181267	0.6872390	0.3866838	0.5001290	0.4055776	0.8250513	0.8250513	1.4053719	0.6171547	0.1429713	51	1	1	0
1.324413	103.8072	269031	1750000	96	10	6.6662691	0.3682380	1.4579499	7.2872746	0.7674758	0.4129947	0.2164585	0.1907682	0.3994780	0.3994780	2.8508290	0.3462177	0.1900708	52	1	0	0
1.312760	103.8983	429974	1510000	111	10	6.1119518	0.1624090	1.1694463	0.8284685	0.3949773	0.1978583	0.8284685	0.1596256	0.5043505	1.1365568	0.4528023	0.3251943	0.2599622	52	0	1	0
1.314847	103.8086	257536	5236000	278	13	5.8780452	0.2800540	1.4570682	6.6942271	0.3606291	0.4123974	0.3017179	0.5490874	0.6778983	0.6778983	2.0299198	1.0089010	0.2819982	53	0	1	0
1.316088	103.7761	276958	2900000	191	31	9.1178020	0.3933021	0.8512255	4.2072539	0.6180222	0.4975439	0.6025018	0.5148787	0.9026888	0.9026888	1.3217716	0.5450239	0.1224302	54	1	1	0
1.298811	103.8882	438051	3225000	207	3	4.4090430	0.1052599	0.6906684	2.2017752	0.6171182	0.2968586	0.2894142	0.2722533	0.6132494	0.6132494	1.3651406	1.0887509	0.1537302	55	0	1	0
1.318438	103.9067	417771	1400000	129	20	7.2394798	0.1756752	1.7080527	1.5204848	0.3399418	0.4477863	0.4209541	0.7109188	0.6771173	2.2124496	1.3835767	0.4681705	0.0819241	55	0	1	0
1.311694	103.8905	438686	750000	65	21	5.3306957	0.2913577	0.4787379	0.7573199	0.6674969	0.6674968	0.4560692	0.2537037	0.2719762	0.2719762	0.5849291	0.3740725	0.0423407	55	1	1	0
1.317341	103.9110	426323	1149000	122	11	7.5883759	0.2405024	1.4217478	1.9985555	0.8150189	0.3356274	0.4554123	0.4308946	0.7647539	1.8336049	1.4896328	0.7170847	0.1612881	56	0	1	0
1.316899	103.8345	259811	1700000	117	21	4.1169069	0.2827850	1.7110046	5.0538974	0.7587115	0.2534046	0.5285718	0.4915900	0.2104747	2.9638554	1.0145620	0.1621082	0.1321545	57	0	1	0
1.347110	103.7758	589318	1080000	117	15	10.9557004	0.3660803	2.4550004	4.0385857	0.8498704	0.2762405	0.6655278	0.3441209	1.0024268	3.4808307	0.9643589	0.5305272	0.3057168	58	0	0	1
1.379225	103.9635	509506	1107500	227	18	16.3448472	0.1473107	1.5364581	7.3805933	2.9698907	0.5948117	1.7259682	1.2577007	0.7754398	0.7754398	1.6982385	0.9397711	0.0145270	58	0	0	0
1.315236	103.8272	259830	2200000	115	6	4.3972407	0.1937735	2.3660928	5.3090218	1.3984251	0.9198801	0.5333445	0.8601828	0.6734328	2.2150625	0.8991761	0.4967308	0.1577848	59	0	1	0
1.313779	103.8250	258361	3300000	179	6	4.4279439	0.0964495	2.5528711	5.3244126	1.6092293	0.9351276	0.6993236	1.0240380	0.8929571	2.0411270	0.8228999	0.7050832	0.2600923	60	0	1	0
1.360169	103.8308	576438	1900000	156	23	8.7636589	0.1426707	1.1837686	8.3481370	1.1314948	0.1570916	0.3711603	0.1197925	1.3850783	1.3850783	0.6073059	0.6073059	0.1130738	60	0	1	0
1.296752	103.8369	238142	4091520	198	3	2.1580648	0.3195760	1.0773153	3.0288928	0.7994082	0.8654827	0.4319241	0.4833788	0.3230941	2.7763178	0.4260576	0.2246862	0.1123298	61	0	1	0
1.316097	103.8279	259844	3180000	171	7	4.4256121	0.2066949	2.2426350	5.3427695	1.3490879	0.8058532	0.4649139	0.7706666	0.5721155	2.2667834	0.9850820	0.4070784	0.2295203	62	0	1	0
1.315819	103.9449	466580	1315000	109	7	10.9811811	0.3681088	1.0625052	5.7764596	1.0188710	0.5611962	0.5064202	0.5466776	0.1991840	0.1991840	1.1960420	1.0016434	0.0390332	62	0	1	0
1.324159	103.8071	269030	2680000	149	8	6.6560556	0.3958164	1.4569364	7.2793950	0.7786461	0.4155474	0.2426240	0.1790956	0.3759401	0.3759401	2.8277179	0.3533552	0.2181930	62	0	0	0
1.312866	103.9046	424968	880000	58	9	6.7319067	0.1468682	1.3636516	1.4152511	0.4936288	0.0631169	0.7793774	0.3678181	0.2655469	1.8410223	0.8160126	0.6929358	0.1377138	62	0	1	0
1.313318	103.9043	424980	690000	60	9	6.7218474	0.1469060	1.4259089	1.3595730	0.5116805	0.1239356	0.7225003	0.3110992	0.2678488	1.8083535	0.8670158	0.6366266	0.0742758	62	0	1	0
1.378111	103.9575	509050	1430000	211	3	15.7584629	0.4382127	1.1705621	6.8234084	3.6393449	0.0468945	1.0745836	0.5907885	0.6320859	0.8533228	1.0597230	0.3029683	0.0723849	63	0	0	1
1.378136	103.9574	509051	1030000	109	3	15.7557667	0.4407045	1.1723448	6.8168011	3.6440986	0.0503518	1.0709203	0.5845127	0.6351291	0.8593360	1.0564951	0.2963632	0.0715350	63	0	0	1
1.318329	103.8403	309767	2988000	131	1	4.0139584	0.0877085	1.1613968	4.9516384	0.6881920	0.1185307	0.4412915	0.2304516	0.5680468	2.6617547	0.3802392	0.3802392	0.1596572	64	0	1	0
1.304245	103.8377	229657	4770000	197	2	2.7235282	0.2811295	1.0588686	3.6486182	0.9011388	1.0057762	0.4327223	0.8776203	0.7070310	3.5554670	0.1537994	0.3870950	0.2258765	64	0	1	0
1.304331	103.8380	229720	5787000	235	2	2.7118931	0.3175151	1.0256810	3.6387617	0.8850184	1.0421883	0.4346161	0.8568168	0.6793696	3.5791724	0.1783068	0.4227495	0.2493710	64	0	1	0
1.341737	103.7734	599717	1138000	112	11	10.8015205	0.1029238	2.3089093	3.5868325	0.3889306	0.1512527	0.2993334	0.2385093	0.5097394	3.0081982	0.6692606	0.3159907	0.1543511	64	0	0	1
1.321100	103.9562	486365	880000	89	15	12.3662184	0.3027003	1.7382121	7.0419080	0.1167053	0.3873819	0.1036753	0.2728136	1.2583700	1.2583700	1.6123930	0.0781462	0.0968464	64	1	0	1
1.295191	103.8269	248743	3175000	167	1	3.0040210	0.1269810	0.4992987	3.7461597	0.5718985	0.2357446	0.7452532	0.7334555	0.5725391	2.2346639	0.5891435	0.2382882	0.1803191	65	0	1	0
1.318970	103.9064	417786	1018000	80	8	7.2480849	0.1833036	1.7416381	1.4963268	0.2838182	0.3848242	0.3783910	0.7297846	0.6125628	2.2099709	1.3762198	0.4092250	0.1328785	65	0	1	0
1.300499	103.8285	238568	10000000	284	4	3.1486449	0.3697518	1.0472334	3.9776408	0.9537688	0.1326846	0.4526811	1.1140656	1.1361486	2.8438235	0.5377173	0.5844655	0.1535437	66	1	1	0
1.297098	103.8399	239106	3950000	241	9	1.9485499	0.1284756	1.0241113	2.8534133	0.9837983	1.1999877	0.3962910	0.5031712	0.5334331	2.9917166	0.3893497	0.1401304	0.1367320	66	0	1	0
1.323071	103.8415	308729	1130000	81	16	4.4820396	0.2329869	0.7811367	5.4142550	1.2292017	0.5597957	0.4263265	0.1711727	0.4489804	2.1733467	0.3965166	0.3965166	0.0545693	66	0	1	0
1.290403	103.7749	118699	1390000	137	21	8.5554920	0.5631712	1.8877787	5.9672486	1.8986062	0.4329533	1.1123256	1.2425968	1.6743720	3.1128829	1.7538275	1.0807452	0.0624567	67	1	1	0
1.310617	103.8005	278735	1950000	157	25	6.3990320	0.1419998	0.4449888	6.9412671	0.4020093	0.5018944	0.4866296	0.5630930	1.1987718	1.4284738	1.4038699	0.5720078	0.0953965	67	1	1	0
1.343826	103.7688	598435	1124000	111	19	11.3446327	0.1695991	1.7579679	3.1835231	0.9341630	0.4686980	0.8495602	0.3439206	0.7506855	3.4412348	1.2228342	0.8286432	0.0506545	69	0	1	0
1.303028	103.8271	247855	8090000	376	1	3.4425222	0.3861051	1.3396895	4.2846858	1.2709328	0.2793394	0.3921083	1.4308633	1.3599638	2.8960357	0.3701686	0.2784712	0.0943377	70	0	1	0
1.324654	103.8414	307674	2250000	264	10	4.6554138	0.4019099	0.6106220	5.5868235	1.3642233	0.6355819	0.5805071	0.1534995	0.3672940	2.0577197	0.5342104	0.5342104	0.0846923	70	0	1	0
1.324615	103.8411	307686	1530000	98	10	4.6576277	0.4060568	0.6209502	5.5896773	1.3803899	0.6453140	0.5897438	0.1801081	0.3934790	2.0798578	0.5467844	0.5467844	0.1113013	70	0	1	0
1.324811	103.8409	307687	1810000	116	10	4.6859811	0.4370203	0.6082322	5.6185550	1.4099415	0.6317101	0.6235846	0.2076831	0.4149887	2.0868174	0.5821413	0.5821413	0.1386465	70	0	1	0
1.330634	103.8089	287164	2750000	244	36	7.0209815	0.3864694	1.5678840	7.4163194	0.9243902	0.8144035	0.5286891	0.1192006	1.0782656	1.0782656	3.3049958	0.2535725	0.4758933	70	0	1	0
1.330674	103.8096	287566	1320000	97	36	6.9713390	0.4381721	1.6466987	7.4949386	0.8808818	0.8446505	0.5708460	0.1324790	1.0915004	1.0915004	3.2697634	0.3275042	0.5086202	70	0	1	0
1.379222	103.9639	509456	1030000	103	5	16.3801573	0.1911607	1.5624290	7.4235379	2.9268597	0.6408136	1.7685830	1.3041436	0.7830678	0.7830678	1.7399640	0.9862780	0.0321943	71	0	0	0
1.302456	103.8248	248648	4534000	300	31	3.6079946	0.5846458	1.3359432	4.4266596	1.3278958	0.4059334	0.1345639	1.3475355	1.2462225	2.7649576	0.2927162	0.4157321	0.1764364	71	1	0	1
1.281968	103.7840	118864	1520000	92	1	7.5101844	0.2006085	2.4541226	7.3331180	1.0632779	0.2634393	0.2419822	0.6305842	2.0928183	3.8723869	2.1304210	1.4004507	0.0713841	72	0	1	0
1.291414	103.7689	117503	1340000	120	10	9.2272502	1.1070415	1.5456032	5.4938511	1.4687493	0.2506422	1.7403392	0.8395223	2.1496779	3.2951767	1.3882883	1.1535131	0.0335101	72	0	1	0
1.291812	103.7694	117504	1630000	147	10	9.1751565	1.0636927	1.5139806	5.4875061	1.4488042	0.1962209	1.6792196	0.8143443	2.0789948	3.2283654	1.3585868	1.1080245	0.0324086	72	0	1	0
1.291475	103.7686	117506	880000	74	10	9.2616659	1.1011999	1.5330108	5.4699216	1.4508025	0.2842959	1.7731990	0.8089809	2.1762826	3.3070215	1.3748654	1.1488941	0.0398044	72	0	1	0
1.322644	103.9551	486364	855000	91	17	12.3070164	0.3490111	1.5801731	6.9273657	0.2576337	0.1765826	0.3145207	0.2330059	1.2110113	1.2110113	1.5279679	0.1349108	0.0864929	72	1	0	1
1.278095	103.7934	117755	2408888	204	29	6.4935992	0.1989520	1.8158188	6.8226761	0.3289472	0.8259632	0.3119305	0.3038572	1.6887050	3.4336396	1.0017870	1.0017870	0.2317775	72	1	1	0
1.278798	103.7935	117756	2420000	188	29	6.4740882	0.2620885	1.7634683	6.8134203	0.3971509	0.8201649	0.3774385	0.3706849	1.6884499	3.4295401	1.0294397	1.0294397	0.3105629	72	1	1	0
1.280240	103.7923	119520	3637000	334	31	6.6011473	0.3677267	1.8103328	6.9614583	0.4899098	0.6673896	0.4627812	0.2668506	1.8585092	3.5893039	1.2335651	1.2335651	0.4156375	72	0	1	0
1.279438	103.7936	119522	4000000	325	31	6.4530242	0.3245284	1.7140216	6.8016837	0.4644187	0.8255594	0.4432651	0.3877694	1.6874210	3.4233215	1.0557599	1.0557599	0.3828205	72	0	1	0
1.311814	103.8370	228232	5718000	322	6	3.4889935	0.1675798	1.5027394	4.4258226	0.2766640	0.4715149	0.1364373	0.6985755	0.5570790	3.3621109	0.6227753	0.6403206	0.0594343	73	0	1	0
1.311909	103.8368	228239	2180000	162	6	3.5064484	0.1675642	1.5175902	4.4430663	0.2927752	0.4658575	0.1449265	0.7152105	0.5775336	3.3421854	0.6220372	0.6267269	0.0673427	73	0	1	0
1.437344	103.8250	758930	950000	118	8	17.2733386	0.0992226	0.3159110	4.2854412	0.7496622	0.4383672	0.8364141	0.3132072	0.9549666	1.5760889	0.5027145	0.5027145	0.0913900	73	0	1	0
1.335553	103.7696	599427	1040000	97	16	10.7605304	0.1997569	1.7414317	3.0510912	0.8342320	0.4669669	0.9402234	0.1596292	0.3748309	2.6291546	1.0758956	1.0467205	0.2796826	74	0	1	0
1.335545	103.7697	599428	880000	78	16	10.7461037	0.2158719	1.7445019	3.0674442	0.8206379	0.4555772	0.9284241	0.1661845	0.3892504	2.6183464	1.0607452	1.0359698	0.2854570	74	0	1	0
1.308425	103.9096	429099	980000	105	7	7.0232610	0.3901618	0.6186657	2.1380434	0.7407384	0.0459501	0.4412268	0.4098744	0.2127652	2.4083896	0.6459452	0.8202033	0.1063625	76	0	1	0
1.296434	103.8911	437906	2250000	164	23	4.6197481	0.3155735	1.1012215	2.4090895	1.0304244	0.3750217	0.6074036	0.4227970	0.9726440	0.9726440	1.5513577	1.4628403	0.0960883	76	1	1	0
1.326506	103.8126	288383	1850000	118	4	6.4003775	0.2191342	1.9940464	7.2903382	0.3077054	0.3828948	0.5117807	0.3132285	0.7946785	0.7946785	2.7012941	0.4038295	0.1410954	77	0	1	0
1.312328	103.9082	425612	1668888	129	5	7.0602805	0.2651787	1.0423885	1.8092128	0.7825556	0.0876420	0.8408681	0.5556993	0.6294381	2.2359598	0.8562649	1.0867419	0.1306698	78	0	1	0
1.312350	103.9084	425781	2080000	188	5	7.0749013	0.2509934	1.0352041	1.8225166	0.7973420	0.1017138	0.8436496	0.5428909	0.6447443	2.2511936	0.8656011	1.1002019	0.1442995	78	0	1	0
1.369547	103.7651	679692	1327000	112	6	13.5110438	0.1011696	1.0421785	4.7723080	3.5520364	0.3839507	0.0527794	0.1270646	0.4539424	5.7582829	0.6903128	1.0805974	0.1259255	78	0	0	0
1.369149	103.7654	679693	1520000	164	6	13.4569011	0.1435268	1.0609408	4.7525097	3.4994860	0.3343372	0.0898577	0.1808614	0.3991365	5.7676860	0.6512994	1.0301917	0.1683868	78	0	0	0
1.312570	103.9145	425562	1087500	81	6	7.7052804	0.3463712	0.8554854	2.4713594	0.7706222	0.1444797	0.6320610	0.3113329	0.7479858	1.7214026	1.3524909	0.9994152	0.3468167	79	0	1	0
1.312570	103.9145	425602	1410000	109	6	7.7052804	0.3463712	0.8554854	2.4713594	0.7706222	0.1444797	0.6320610	0.3113329	0.7479858	1.7214026	1.3524909	0.9994152	0.3468167	79	0	1	0
1.313389	103.9141	425603	1140000	101	6	7.7028482	0.4269527	0.9440936	2.4070315	0.8683429	0.1308811	0.7273181	0.2199234	0.7236478	1.7035016	1.3724525	1.0426516	0.3932189	79	0	1	0
1.300196	103.8851	439069	1425000	112	10	4.1612167	0.0623807	0.3244456	2.1663193	0.2754115	0.1023198	0.2703872	0.2845144	0.3064637	0.3064637	0.9977144	0.8648181	0.1046293	79	0	1	0
1.294586	103.8267	249441	2319000	145	14	2.9991215	0.1761612	0.4501546	3.7289599	0.5594503	0.1733882	0.7675385	0.7096620	0.5065953	2.1649060	0.5970097	0.1733660	0.1369226	80	1	1	0
1.278687	103.7874	118571	1108000	92	21	7.1509107	0.2284795	2.3724953	7.4905564	0.5404585	0.2053520	0.5204158	0.1808147	2.3576801	4.1028315	1.6423380	1.6423380	0.0720582	80	0	1	0
1.356772	103.8759	545551	872000	98	3	8.5279981	0.1693538	0.4379002	4.6968004	1.1554721	0.3527223	0.8575618	0.6691393	0.7894064	1.7896496	0.4894392	0.6539117	0.0364634	81	0	1	0
1.314441	103.8280	259847	4100000	291	29	4.2719812	0.2851355	2.3653382	5.1847457	1.2906469	0.8903221	0.6413693	0.9372242	0.7557712	2.3279300	0.8010147	0.5903772	0.0882421	81	0	1	0
1.324353	103.7997	266338	2785000	192	10	7.3002277	0.2068215	0.7385435	6.4625043	1.1163678	0.3256249	0.7706204	0.3656210	1.0139553	1.0139553	2.3115011	0.8328145	0.6055126	82	0	1	0
1.323875	103.7997	269187	2100000	120	10	7.2638974	0.2500706	0.7794811	6.4755446	1.0711015	0.3289203	0.8220048	0.3570863	0.9907623	0.9907623	2.2698285	0.8805068	0.6487707	82	0	1	0
1.312753	103.8288	259985	2200000	148	16	4.0693187	0.3124364	2.3152303	4.9801262	1.1785166	0.9510251	0.8473493	1.0475751	0.9474703	2.4754753	0.6128422	0.5677828	0.1704826	82	1	1	0
1.312737	103.8290	259986	6000000	422	16	4.0586080	0.3276528	2.3010948	4.9699874	1.1632785	0.9423579	0.8541244	1.0422020	0.9507505	2.4902156	0.6121848	0.5671671	0.1552479	82	1	1	0
1.268430	103.8246	99200	3100000	228	32	3.4439282	0.4307279	0.6984550	3.4481654	0.5475493	0.5538372	0.5353388	1.0435067	0.7582543	0.7582543	0.4095329	0.5315634	0.0482607	84	0	1	0
1.313498	103.7937	268685	900000	47	6	7.2170436	0.3369992	0.5838083	6.1213635	0.2899458	0.2797183	0.3781815	0.2845364	1.1277222	1.1277222	0.9417178	0.3881907	0.1207546	85	0	1	0
1.298432	103.8256	249570	6960000	351	32	3.2985506	0.4283883	0.8880115	4.0768550	0.9199134	0.4403117	0.4961787	1.0969899	0.8238252	2.5777878	0.7448353	0.6165883	0.1198295	86	1	1	0
1.296710	103.8934	437920	5525000	307	22	4.8814894	0.2533337	1.3064301	2.3690236	1.2299720	0.4592990	0.4977676	0.2233555	1.2216065	1.2216065	1.3150152	1.3150152	0.1096866	87	1	1	0
1.313728	103.9378	465521	2050000	190	4	10.1625830	0.1316951	0.8245941	5.0084041	0.7915437	0.1925525	0.3881889	0.4052778	0.9521609	0.9521609	1.2686733	1.2405012	0.0922593	88	0	1	0
1.314126	103.9375	465522	2000000	165	4	10.1420400	0.0919322	0.7769097	4.9674443	0.7414328	0.1977640	0.4350154	0.3496546	0.9676504	0.9676504	1.2306266	1.2126964	0.0392209	88	0	1	0
1.313883	103.9375	465523	2250000	203	4	10.1350639	0.1173505	0.8039323	4.9718786	0.7677671	0.2201293	0.4261475	0.3752552	0.9765713	0.9765713	1.2568717	1.2369223	0.0662439	88	0	1	0
1.313249	103.9377	465884	2600000	236	4	10.1309810	0.1847151	0.8757583	4.9986218	0.7369847	0.2244965	0.3959999	0.4479352	0.9900745	0.9900745	1.3234039	1.2956619	0.1385962	88	0	1	0
1.280673	103.7853	117489	1190000	94	7	7.3719445	0.0754377	2.4178012	7.5355152	0.8611298	0.0606261	0.4261857	0.4385015	2.2275570	4.0181409	1.9408951	1.5547011	0.0938825	88	0	1	0
1.280822	103.7855	117490	1680000	162	7	7.3529750	0.0997436	2.3933098	7.5343354	0.8572637	0.0605503	0.4356977	0.4283076	2.2106240	4.0022370	1.9305808	1.5405876	0.1024390	88	0	1	0
1.281030	103.7856	117491	1500000	117	7	7.3338044	0.1280848	2.3649360	7.5281809	0.8584422	0.0762047	0.4440548	0.4224480	2.1873020	3.9798899	1.9232363	1.5202670	0.1146939	88	0	1	0
1.280665	103.7857	117493	1200000	90	7	7.3253570	0.1173090	2.3812756	7.5659198	0.8242197	0.0347234	0.4687871	0.3951671	2.2277115	4.0207795	1.8975375	1.5618363	0.1194564	88	0	1	0
1.280509	103.7855	117494	858000	49	7	7.3544651	0.0851442	2.4142279	7.5612596	0.8354325	0.0352697	0.4508532	0.4147748	2.2453411	4.0369480	1.9169275	1.5750426	0.1174131	88	0	1	0
1.290944	103.7744	118707	688000	47	7	8.6155989	0.6376926	1.8082674	5.8861115	1.8173564	0.3651500	1.1494485	1.1611880	1.6753504	3.0753806	1.6735131	1.1074712	0.1069071	88	0	1	0
1.290959	103.7741	118709	1544000	186	7	8.6482245	0.6680327	1.7908883	5.8650704	1.7960379	0.3328031	1.1807852	1.1391039	1.6992270	3.0855165	1.6547326	1.1373054	0.0788202	88	0	1	0
1.300484	103.8304	238539	3300000	209	11	2.9757754	0.1789359	1.0627008	3.8218038	0.9074157	0.1875041	0.3384159	0.9873355	0.9804255	2.8866689	0.4148290	0.5260137	0.1992690	88	0	1	0
1.322124	103.9585	486356	1025000	124	15	12.6455738	0.5821835	1.9657425	7.3038702	0.3912492	0.5389860	0.2146589	0.1484711	1.5375224	1.5375224	1.4064274	0.3146712	0.3623210	88	1	0	1
1.318815	103.7800	278698	1830000	143	11	8.8476370	0.1343838	1.1026188	4.4836714	1.1349588	0.5379080	0.8439845	0.3719200	0.5116449	0.5116449	1.6292678	0.6729838	0.1509559	89	1	0	1
1.334902	103.7835	589632	2900000	188	23	9.4453896	0.1985535	1.4322540	4.5877229	0.9723552	0.6835783	0.0970216	0.2930292	0.2385810	2.0018301	0.6955056	0.1937825	0.1561377	90	1	1	0
1.243200	103.8371	98393	3300000	203	5	4.7940346	3.1253267	3.6453817	4.1420255	3.6673039	0.7390535	3.1282516	0.5290579	3.6115601	3.8365899	2.7545859	0.5291094	2.0132917	91	0	0	1
1.242975	103.8366	98395	4134444	226	5	4.8337311	3.1131595	3.6784402	4.1868345	3.6678997	0.7912971	3.1205341	0.4972378	3.6410208	3.8420274	2.7528741	0.5777987	1.9965799	91	0	0	1
1.313925	103.8397	307943	3060000	113	6	3.5767000	0.3416702	1.1670103	4.5164565	0.1949684	0.1317208	0.1898149	0.4283743	0.5310398	3.1000367	0.5841821	0.5821948	0.0930663	91	0	1	0
1.294657	103.8211	249046	1680000	118	22	3.5787302	0.3817843	0.8613969	4.2631353	0.8235319	0.6849349	0.7320753	0.8450467	0.4587871	2.1794592	1.1306658	0.6704766	0.3852706	92	0	1	0
1.294288	103.8210	249047	3500000	218	22	3.5741688	0.3404308	0.8197591	4.2517258	0.7820916	0.6847421	0.6955669	0.8111109	0.4320860	2.1404520	1.1038188	0.6698574	0.3432909	92	0	1	0
1.327590	103.9119	417611	1260000	116	9	8.2898016	0.2475240	0.6872123	2.3539023	0.6625849	0.3004023	0.7405145	0.3161206	0.3832020	1.7579247	2.2941700	0.4372606	0.0308307	93	1	1	0
1.331388	103.7944	279889	1966110	94	27	8.2509877	0.3572026	0.2767490	5.7994863	2.0961773	0.3549007	0.3222270	0.9305154	1.3252124	1.9218196	1.9365797	0.1647584	0.0712594	93	1	1	0
1.330977	103.7938	279888	2600000	202	28	8.2675399	0.4062597	0.2535940	5.7423669	2.0961662	0.2934516	0.3755855	0.9047224	1.2739266	1.9018553	1.9042636	0.2065521	0.1445489	93	1	1	0
1.301222	103.8238	249631	5200000	212	7	3.6262729	0.7607822	1.2516900	4.4237692	1.2830846	0.4959067	0.1368700	1.3765743	1.1016313	2.7969295	0.4111765	0.5921169	0.0730068	95	0	1	0
1.301219	103.8241	249633	4150000	164	7	3.5943039	0.7357418	1.2355101	4.3944760	1.2590995	0.5046787	0.1481226	1.4000749	1.1029378	2.8207297	0.4123915	0.5711278	0.0779503	95	0	1	0
1.320009	103.8251	257872	1965000	116	14	4.9654161	0.2413558	2.2409351	5.8820568	1.3039039	1.0544802	0.0704029	0.3988792	0.3578819	1.8839890	1.4687594	0.2536276	0.1069630	95	1	1	0
1.346275	103.8795	536443	970000	105	14	7.5867429	0.2713212	0.9566008	3.4744112	1.4507249	0.2830133	0.4104717	0.2683531	0.7931998	2.9153740	0.8011133	0.9149709	0.1778023	96	0	0	1
1.345769	103.8791	536445	1050000	105	14	7.5166620	0.3096595	1.0286991	3.4444135	1.5208877	0.2321946	0.3650359	0.3282683	0.8649382	2.8532845	0.8545972	0.9065072	0.1565888	96	0	0	1
1.315899	103.8067	259275	2292500	175	19	6.1171757	0.2206243	1.3315085	6.9307064	0.1212901	0.2456521	0.1788423	0.3627479	0.5832234	0.5832234	2.2640232	0.9605974	0.0809797	96	1	1	0
1.293047	103.8336	239427	4650000	115	2	2.2329026	0.2180358	0.5853039	3.0085776	0.2758549	0.5851288	0.1814075	0.1564723	0.3173549	2.2375918	0.1895030	0.1945950	0.1004576	97	0	1	0
1.318301	103.8294	259725	1905000	136	19	4.5362044	0.2864316	1.9590290	5.4631968	1.3069155	0.5774989	0.3881626	0.5267615	0.3607030	2.3805825	1.2310341	0.2781131	0.0951433	98	0	1	0
1.315268	103.8424	307762	3364444	171	4	3.6199192	0.2172052	0.8607973	4.5553949	0.4761659	0.2158586	0.5213359	0.1899818	0.4667721	2.8155212	0.2749756	0.2749756	0.1976686	99	1	1	0
1.312158	103.8004	269632	1780000	97	10	6.4897448	0.2454065	0.5208558	6.8710060	0.5727474	0.4800429	0.4855353	0.5402169	1.3028200	1.3028200	1.4537177	0.5926949	0.1330600	99	1	1	0
1.311656	103.7996	276337	2550000	135	3	6.5419628	0.1594892	0.4163589	6.8061046	0.5243076	0.4067088	0.3868333	0.4486415	1.3132754	1.4042495	1.3493318	0.4904259	0.1775690	100	1	1	0
1.311344	103.7994	276340	1160000	56	3	6.5454673	0.1216460	0.3771400	6.7974923	0.4946726	0.3990776	0.3609679	0.4284678	1.2796383	1.4447569	1.3154139	0.4601687	0.1932475	100	1	1	0
1.308688	103.8228	258462	18000000	323	4	4.2098532	0.5852946	2.0630115	5.0659026	1.8906133	0.3418377	0.5011399	0.7730648	1.5107229	2.1219901	0.4348545	0.5796137	0.3348538	100	1	1	0
1.323208	103.8491	308214	1620000	119	11	4.3654420	0.0683329	0.5504212	4.9225506	0.5552293	0.8000738	0.6793085	0.7039935	0.5881128	1.6964233	0.6059053	0.3072771	0.2527546	100	1	1	0
1.313175	103.9022	428099	1030000	96	11	6.5153096	0.1660540	1.5875773	1.1598111	0.4195832	0.2983968	0.7331853	0.1487720	0.1847820	1.5801560	0.8511822	0.4457947	0.1119695	100	0	0	1
1.313188	103.9022	428125	1050000	113	11	6.5090548	0.1734176	1.5807281	1.1520609	0.4202155	0.3064522	0.7329108	0.1444892	0.1882382	1.5724218	0.8430442	0.4385483	0.1174796	100	0	0	1
1.312547	103.9018	428127	985000	113	11	6.4375594	0.1863709	1.5154136	1.1514772	0.3476156	0.3334738	0.8098832	0.2066851	0.1447255	1.5220968	0.8216100	0.4559455	0.1213455	100	0	0	1
1.299231	103.8985	439845	2125000	157	24	5.5018523	0.2847985	1.4030028	2.1758118	0.9379393	0.5780926	0.1501224	0.1660663	0.7126549	1.7478004	0.7054699	0.7054699	0.2238452	100	0	1	0
1.329536	103.9058	419535	1090000	135	33	7.8857474	0.2396057	1.3155433	1.9103809	1.0021887	0.2822426	0.6516244	1.0227969	0.4982306	2.4697992	1.8874199	0.3912010	0.0945063	100	0	1	0
1.336723	103.7798	598326	1500000	109	18	9.8912377	0.4313700	1.8849847	4.1972537	0.5225164	0.2532664	0.4684529	0.5317922	0.4387827	2.2538883	0.2750290	0.2750290	0.0585803	101	0	1	0
1.301109	103.8306	238551	13900000	619	5	3.0068843	0.2215022	1.1336932	3.8602485	0.9751617	0.1696003	0.2677644	1.0399816	1.0232514	2.9577005	0.3454773	0.4838200	0.1395870	102	1	1	0
1.367491	103.8769	546694	1537500	152	2	9.6944994	0.2388688	1.2189610	5.0553231	1.2134461	0.0853220	1.2480702	0.1741081	0.6419010	0.6419010	1.2812158	0.4738599	0.1334137	103	0	1	0
1.326110	103.9090	419572	1204000	124	12	7.9320637	0.3248538	1.0486183	1.9917128	0.8306461	0.4768887	0.7114528	0.6131469	0.5200073	2.0216408	1.9962102	0.3259311	0.2452960	103	1	1	0
1.353015	103.8785	538749	1020000	112	13	8.2335933	0.0643569	0.8065269	4.2016771	1.0785781	0.2178130	0.6661581	0.2684317	0.7388727	2.2399850	0.0645616	0.7372417	0.0763672	104	0	0	1
1.278150	103.7887	119749	1350000	151	20	7.0083568	0.2116842	2.2627207	7.3403165	0.3863280	0.3534242	0.3645257	0.1195777	2.2037213	3.9499248	1.4828230	1.4828230	0.1705587	104	0	1	0
1.329840	103.8110	288433	1201200	93	32	6.7958678	0.3473928	1.7981843	7.6586161	0.7183500	0.7444582	0.6072999	0.1756714	1.0378252	1.0378252	3.1125453	0.5080583	0.3946658	104	0	1	0
1.329257	103.8106	288435	3050000	241	32	6.7794927	0.2808320	1.7479902	7.6142420	0.6878131	0.6787949	0.5294805	0.1017242	0.9618672	0.9618672	3.0779293	0.4917057	0.4472452	104	0	1	0
1.349961	103.8609	556820	1710000	87	8	7.4006236	0.2341954	1.0578252	5.0296322	1.3016080	0.7318029	0.2929550	0.1983767	0.1753652	1.5520571	1.2781628	1.1893075	0.0549650	106	0	0	0
1.313887	103.9261	457269	1480000	131	19	8.9489979	0.2486015	1.2454888	3.7133872	1.2142748	0.3829087	0.6269535	0.2767977	0.6949020	0.9150617	1.3709327	0.2412895	0.1097919	107	0	1	0
1.367489	103.8772	546684	1138000	106	21	9.7019634	0.2628431	1.2305679	5.0408550	1.2384754	0.1066253	1.2282681	0.1661066	0.6523687	0.6523687	1.2623553	0.4978484	0.1506977	108	1	1	0
1.367306	103.8777	546685	1160000	134	21	9.6989471	0.3211892	1.2391013	5.0274622	1.2854688	0.1642549	1.1742189	0.1427801	0.6943964	0.6943964	1.2095835	0.5561594	0.2050491	108	1	1	0
1.366886	103.8773	546687	1390000	173	21	9.6423255	0.3050121	1.1784960	5.0886990	1.2344276	0.1617701	1.1736189	0.0977752	0.7193665	0.7193665	1.2055389	0.5408770	0.2115753	108	1	1	0
1.314352	103.9266	457909	2196000	204	29	9.0220305	0.1871433	1.1694965	3.7649403	1.1969649	0.4396670	0.6228779	0.2939164	0.6737729	0.8609942	1.2974335	0.3166109	0.1579566	109	1	1	0
1.314801	103.9267	457911	2196000	204	29	9.0508769	0.1465997	1.1230590	3.7706812	1.1601299	0.4710779	0.6545233	0.2843550	0.6363935	0.8111203	1.2486786	0.3638375	0.2088794	109	1	1	0
1.299347	103.8267	249591	5500000	200	4	3.2468822	0.4587178	0.9466645	4.0463909	0.9265752	0.3634349	0.4830427	1.1113555	0.9584235	2.6889888	0.6915159	0.6872186	0.0075461	110	0	1	0
1.299948	103.8301	238549	2530000	122	7	2.9680691	0.1805517	0.9980026	3.8056021	0.8525845	0.2078716	0.4064321	0.9565438	0.9622792	2.8203074	0.4838795	0.5860541	0.2061979	110	0	1	0
1.359533	103.8788	547315	1660000	171	13	8.9227550	0.2518539	0.7760135	4.8654257	0.8084925	0.3505635	0.7323973	0.4011157	1.0297556	1.5447733	0.6727976	0.5860773	0.4141297	111	1	0	0
1.318565	103.9498	466112	2080000	281	18	11.6040104	0.2777623	1.2077640	6.3250399	0.6574291	0.4789959	0.2018742	0.1557888	0.4984872	0.4984872	1.3737661	0.7377422	0.1208076	111	1	0	1
1.318457	103.9496	466143	1850000	264	18	11.5708495	0.3109154	1.1902013	6.2940070	0.6905449	0.4588984	0.1831257	0.1356008	0.4656120	0.4656120	1.3539686	0.7707389	0.1449337	111	1	0	1
1.318621	103.9513	466164	2050000	281	18	11.7567499	0.1413852	1.3365728	6.4846807	0.5051849	0.6200341	0.2961959	0.2378290	0.6557841	0.6557841	1.5090064	0.5969197	0.0216480	111	1	0	1
1.319120	103.9512	466175	1858888	272	18	11.7714179	0.1104748	1.3048500	6.4816659	0.4904406	0.5962001	0.3334513	0.1854331	0.6648349	0.6648349	1.4802095	0.5712922	0.0758554	111	1	0	1
1.318843	103.9508	466184	2700000	361	18	11.7106149	0.1722394	1.2748366	6.4275326	0.5507328	0.5575529	0.2761239	0.2349218	0.6050652	0.6050652	1.4467639	0.6331176	0.0803784	111	1	0	1
1.301282	103.9011	439888	2310000	167	4	5.8455503	0.2811157	1.4890497	2.0653115	0.5989612	0.2811157	0.4923052	0.4327610	0.4531928	1.8012348	0.3457441	0.3457441	0.0427715	114	0	1	0
1.314209	103.8386	309422	2750000	155	23	3.6519323	0.2721207	1.2857738	4.5917144	0.2428640	0.2049236	0.0883550	0.5526052	0.6123818	3.1418219	0.6616450	0.4751110	0.0346769	114	1	1	0
1.316790	103.7772	277116	2130000	156	7	9.0276283	0.2414021	0.9490285	4.2921055	0.7682903	0.4381510	0.6266020	0.4468175	0.7665419	0.7665419	1.4621020	0.6946453	0.0351869	115	0	1	0
1.314017	103.9322	455273	595000	34	3	9.5817081	0.2549073	0.9473369	4.3799725	0.8050971	0.3136815	0.4782953	0.2213388	1.0825592	1.0825592	1.1713577	0.8307215	0.0520342	116	1	1	0
1.314018	103.9322	455275	630000	35	3	9.5822684	0.2554722	0.9469346	4.3805147	0.8049974	0.3137138	0.4786342	0.2214398	1.0827780	1.0827780	1.1712394	0.8312875	0.0525974	116	1	1	0
1.345392	103.7680	598669	980000	89	17	11.5216474	0.2362181	1.6227229	3.1684687	1.1079603	0.4123219	1.0059543	0.1597476	0.8988645	3.6379344	1.3726493	0.9658380	0.0809191	116	1	1	0
1.312245	103.7980	278102	1980000	126	20	6.7249981	0.2599967	0.3657800	6.6216185	0.3753074	0.2223447	0.2435241	0.2818808	1.3945802	1.4833950	1.2235151	0.3606711	0.2404953	116	1	0	1
1.311552	103.7977	278104	2400000	158	20	6.7258641	0.2290344	0.2790924	6.6107285	0.3172809	0.2240778	0.1752651	0.2359209	1.3259471	1.5648389	1.1511015	0.2864550	0.1799560	116	1	0	1
1.312023	103.7973	278106	1940000	127	20	6.7871745	0.2906498	0.3176419	6.5526751	0.2888049	0.1586654	0.1608285	0.1957273	1.3856844	1.5587589	1.1392340	0.2794100	0.1550457	116	1	0	1
1.309263	103.8282	259947	4865000	188	5	3.8169404	0.1770662	2.0198451	4.7101456	1.2843407	0.7139798	0.6520418	1.3496099	1.2968340	2.5850704	0.2267988	0.1825605	0.2561748	118	0	1	0
1.309796	103.8276	259962	5425000	188	5	3.9122596	0.2454119	2.0822177	4.8041385	1.3455480	0.6907514	0.7462641	1.2661921	1.2721377	2.4893022	0.3035249	0.2625392	0.3303132	118	0	1	0
1.306647	103.8386	229768	3350000	189	11	2.8967407	0.4397340	1.0380170	3.8310363	0.6208745	0.8630511	0.6629853	0.8171086	0.4368725	3.7438279	0.4387252	0.6292641	0.5108247	118	0	1	0
1.327847	103.8137	289895	1699000	108	11	6.4332248	0.3580864	2.0971923	7.3310754	0.4139324	0.4746216	0.5980929	0.3600668	0.9846272	0.9846272	2.7838815	0.5754998	0.2221978	118	0	1	0
1.328308	103.8129	289902	1580000	106	11	6.5333398	0.2988670	2.0010497	7.4295934	0.4823685	0.5502215	0.6775007	0.2620071	0.9711526	0.9711526	2.8695181	0.5808557	0.2542932	118	0	1	0
1.405167	103.8180	778904	950000	108	12	13.9550166	0.2468923	2.9276042	4.9880860	3.1443517	2.1313056	0.7404968	0.2909280	1.9312534	4.3885287	3.3733427	2.1445366	0.1167386	118	0	0	1
1.404381	103.8175	778905	990000	111	12	13.8864471	0.2088743	3.0294948	5.0107704	3.2465144	2.2290454	0.6537574	0.3714035	2.0335301	4.4927794	3.4774338	2.2440604	0.0958024	118	0	0	1
1.311227	103.9310	458711	753800	47	3	9.3590360	0.1696064	1.2763539	4.2983336	0.6082167	0.1699910	0.1458539	0.5174971	1.2412803	1.2989709	1.4875545	0.6816616	0.2205060	119	0	1	0
1.324372	103.8009	266311	2750000	149	4	7.1935901	0.1695232	0.8420393	6.5980965	1.0426900	0.4300973	0.6926330	0.4982951	0.8888244	0.8888244	2.3904920	0.9123853	0.5436562	120	0	0	0
1.323796	103.8010	266312	3060000	174	4	7.1492727	0.2336821	0.8865546	6.6136399	0.9848424	0.4676348	0.7098554	0.4928624	0.8579205	0.8579205	2.3423043	0.9659096	0.6025047	120	0	0	0
1.323896	103.8016	266313	2550000	136	4	7.1010657	0.2412585	0.9347062	6.6814049	0.9595365	0.4676793	0.6411277	0.4323685	0.7974657	0.7974657	2.3936471	0.9596226	0.5746678	120	0	0	0
1.292058	103.8390	239949	1690000	87	6	1.6548681	0.2419199	0.5210168	2.4863655	0.4375381	0.7775385	0.6274752	0.4565891	0.3629742	2.4934478	0.3131073	0.4118344	0.2389653	120	0	1	0
1.359519	103.7629	669581	1140000	120	17	12.9432958	0.1301625	1.5624404	3.7166402	2.6637668	0.6233153	0.6466774	0.2344548	0.9178544	5.1103039	0.4596954	0.5120780	0.1046327	120	1	1	0
1.312807	103.9352	468726	1065000	99	17	9.8597258	0.1120868	0.9390676	4.7361553	0.6172336	0.3473068	0.6239243	0.4790071	1.2536235	1.2536235	1.3459594	1.1478189	0.1218619	121	0	0	1
1.356757	103.7598	669604	1900000	206	16	13.0151796	0.1256769	1.1179493	3.2640298	2.6365613	0.7039121	0.9129244	0.1444352	0.6840632	4.6958245	0.8961787	0.9293333	0.2037457	122	1	0	0
1.356757	103.7598	669605	1200000	124	16	13.0151796	0.1256769	1.1179493	3.2640298	2.6365613	0.7039121	0.9129244	0.1444352	0.6840632	4.6958245	0.8961787	0.9293333	0.2037457	122	1	0	0
1.313129	103.9358	468698	1430000	115	19	9.9323875	0.0946178	0.8931015	4.7960146	0.6608625	0.4007588	0.6005671	0.4331389	1.1800806	1.1800806	1.3289304	1.2152041	0.1309077	122	0	1	0
1.313244	103.9358	468700	1350000	106	19	9.9336111	0.0826647	0.8808924	4.7914795	0.6729148	0.3943058	0.6041055	0.4207794	1.1777464	1.1777464	1.3158204	1.2134309	0.1180462	122	0	1	0
1.338358	103.7818	588377	1400000	164	26	9.8302501	0.2867164	1.7967689	4.4300917	0.6509072	0.3538690	0.3834234	0.3503500	0.6063756	2.3986107	0.3487365	0.2797296	0.1786228	124	0	0	1
1.366271	103.8800	546785	1657500	115	5	9.6706537	0.2834514	1.2705952	4.9906558	1.0461204	0.3347752	0.9130339	0.1970036	0.6318637	0.9310837	0.9551394	0.8373231	0.3420467	125	0	0	0
1.366837	103.8799	546789	1095000	95	5	9.7292318	0.2246449	1.2454259	4.9375717	1.0961857	0.3666295	0.9627020	0.1852738	0.5813230	0.8810975	1.0071387	0.8118114	0.2985939	125	0	0	0
1.295304	103.8377	238427	2465900	122	8	1.9817421	0.3657012	0.8987874	2.8455542	0.7978593	0.9710569	0.4657750	0.4115872	0.2230792	2.6916891	0.5781312	0.2765044	0.1701771	126	0	1	0
1.313937	103.8047	268836	1290000	74	11	6.1724724	0.5257375	1.0345374	6.9633933	0.2745500	0.4661640	0.4794601	0.5920921	0.8644024	0.8644024	1.9783816	1.1171598	0.1118161	126	0	1	0
1.304574	103.9058	427710	1759000	84	2	6.4663739	0.2118358	0.9074063	2.0645228	0.2610626	0.0645686	0.2610414	0.2628264	0.5955281	2.0908508	0.1666256	0.3323358	0.0271452	127	0	1	0
1.296547	103.8283	249208	5100000	259	5	2.9332903	0.1259335	0.6100687	3.7101147	0.5670993	0.0897454	0.6242639	0.7512946	0.7874056	2.4086582	0.5214272	0.4170580	0.1902153	127	0	1	0
1.359997	103.7640	669743	1383944	120	5	12.8824525	0.2651322	1.6703645	3.8363975	2.6424422	0.4870387	0.5159566	0.3410403	0.8056419	5.2459801	0.3765578	0.3826093	0.0480217	127	0	1	0
1.380798	103.8630	807584	1606000	170	29	10.8235849	0.4810454	2.0704491	5.1538110	1.3037486	0.9273089	1.9261978	0.2101639	0.9528622	0.9528622	0.9439367	0.8187426	0.3243672	127	0	1	0
1.380523	103.8637	807585	1480000	170	29	10.8020270	0.4761387	2.0840140	5.1095575	1.3369053	0.9528981	1.9643466	0.2860609	0.9933150	0.9933150	0.9221994	0.8712740	0.3039330	127	0	1	0
1.381045	103.8638	807586	1545750	170	29	10.8618097	0.4155584	2.1423443	5.0630619	1.3886805	0.8946240	2.0138996	0.2973579	1.0413745	1.0413745	0.8651102	0.9115489	0.3365701	127	0	1	0
1.312240	103.8960	438639	1485000	105	5	5.8696069	0.2157375	0.9259084	0.7268986	0.3218227	0.2434970	0.7268986	0.3372889	0.7399284	0.8810742	0.3213201	0.3213201	0.2068677	128	0	1	0
1.312269	103.8960	438641	1514400	105	5	5.8747131	0.2138632	0.9310246	0.7259005	0.3192575	0.2402213	0.7259005	0.3342075	0.7362801	0.8854991	0.3201969	0.3201969	0.2095859	128	0	1	0
1.308003	103.9140	424160	1280000	88	6	7.4502738	0.1763308	0.3462661	2.5838909	0.3210933	0.1950708	0.1704121	0.2874918	0.3653681	2.1147534	1.0743299	1.0565309	0.1444822	129	0	1	0
1.307157	103.9141	424163	1700000	114	6	7.4347748	0.2720497	0.2531815	2.6424864	0.2396960	0.2796497	0.1032548	0.3807745	0.3651357	2.1729660	1.0726032	1.0098233	0.0845649	129	0	1	0
1.306716	103.9137	424215	2150000	210	6	7.3776870	0.2804688	0.2047925	2.6275043	0.2482787	0.2150546	0.1432481	0.4135807	0.3222916	2.2379737	1.0228560	0.9459838	0.1222763	129	0	1	0
1.315243	103.8470	219647	1540000	97	7	3.5094117	0.3289237	0.3523407	4.4265169	0.3760421	0.1521999	0.6370753	0.3616663	0.3198569	2.6057339	0.4503533	0.2799416	0.0623942	129	0	1	0
1.315287	103.8469	219648	1677500	144	7	3.5150570	0.3315680	0.3585480	4.4324072	0.3801799	0.1464480	0.6299101	0.3549176	0.3130103	2.6030172	0.4429793	0.2853030	0.0596641	129	0	1	0
1.293682	103.8391	239347	1860000	106	16	1.7517790	0.2997248	0.6999975	2.6111722	0.6122675	0.9464688	0.6209497	0.4674688	0.3108125	2.6370884	0.3526270	0.4357174	0.2387481	130	0	1	0
1.315908	103.8849	389778	1172500	115	14	5.1410456	0.2204617	0.4800792	0.9346001	0.5799316	0.3459020	0.2205188	0.5579518	0.3066020	0.6450678	0.9170721	0.4296741	0.1729037	131	1	0	1
1.315993	103.8849	389779	1159000	113	14	5.1483138	0.2295796	0.4733024	0.9312232	0.5707662	0.3364157	0.2191979	0.5613207	0.2993998	0.6522745	0.9127273	0.4327829	0.1775486	131	1	0	1
1.312554	103.8045	268820	2750000	170	5	6.1184684	0.6329330	0.9363776	6.8979228	0.4299942	0.5926971	0.6234853	0.7487331	1.0171225	1.0171225	1.8922611	1.0419578	0.0513576	132	0	1	0
1.312265	103.8051	268822	3400000	204	5	6.0369615	0.6478444	0.9951597	6.8176633	0.4450842	0.5165289	0.6158323	0.7662263	1.0191867	1.0191867	1.9538322	1.1096312	0.1195677	132	0	1	0
1.339105	103.8829	538420	1349000	114	6	7.0513294	0.3776360	1.1531535	2.5915521	1.3347395	0.4781078	0.5080111	0.2133414	0.7969408	3.1317314	1.6564647	1.1996707	0.3128620	134	0	1	0
1.338707	103.8830	538421	1720000	137	6	7.0166232	0.3453302	1.1088862	2.5486790	1.2908867	0.4536265	0.5469181	0.2419475	0.7826499	3.1152230	1.7009156	1.1550483	0.3257138	134	0	1	0
1.338635	103.8832	538422	1300000	115	6	7.0215377	0.3539532	1.0942610	2.5312060	1.2751511	0.4670206	0.5678378	0.2354084	0.8004515	3.1030526	1.7151121	1.1419729	0.3062574	134	0	1	0
1.345994	103.9630	486860	912500	123	21	14.2004802	0.1246274	0.7290125	8.3884624	2.0509622	0.3194663	0.5167262	0.1645318	0.8432289	2.0165679	1.1758081	0.9089971	0.0643272	134	0	1	0
1.300827	103.8818	436593	1731500	124	7	3.8627456	0.3288593	0.1809871	2.2825573	0.2886952	0.2797127	0.5524330	0.6177744	0.2287034	0.2287034	0.6200149	0.6200149	0.3065882	135	0	0	1
1.310303	103.8316	259403	2930000	153	10	3.6639781	0.2954191	1.9139770	4.5795005	0.8903117	0.9410761	0.6267294	1.2137189	1.0073151	2.8682207	0.4150998	0.4535895	0.2569160	136	0	0	1
1.310654	103.8316	259405	5000000	266	10	3.6993263	0.3200722	1.9375230	4.6157097	0.8888836	0.9210507	0.6659470	1.1762437	0.9744879	2.8459892	0.4541440	0.4748007	0.2196185	136	0	0	1
1.318047	103.8447	307605	2060000	120	13	3.8590459	0.3416385	0.7003967	4.7846604	0.6508911	0.1574718	0.2414785	0.2297717	0.1165920	2.4224329	0.1409478	0.1409478	0.0889010	136	1	1	0
1.309897	103.8348	228223	2250900	102	17	3.4261309	0.1642560	1.5825545	4.3538480	0.5738872	0.7577013	0.4578136	0.9768884	0.7343846	3.2081835	0.3223857	0.5030095	0.1721503	136	1	1	0
1.281571	103.7835	117423	640000	37	5	7.5694294	0.1964852	2.5265959	7.3309396	1.0825714	0.2850501	0.2010999	0.6631293	2.1428888	3.9170754	2.1655681	1.4439441	0.0758572	138	0	1	0
1.281450	103.7839	118618	1100000	84	5	7.5268098	0.1580686	2.4977173	7.3684355	1.0397499	0.2408640	0.2457725	0.6182240	2.1514707	3.9299503	2.1206242	1.4575544	0.0308203	138	0	1	0
1.316320	103.9426	467202	1472500	119	8	10.7614936	0.1908890	0.8270273	5.5226322	0.8897093	0.4240440	0.3986745	0.3563814	0.3469345	0.3469345	1.0357690	0.8852120	0.1158358	138	0	1	0
1.315722	103.9427	467203	1680000	134	8	10.7492060	0.2562733	0.8785947	5.5355865	0.9568095	0.3986561	0.3432490	0.4218971	0.3683574	0.3683574	1.1015697	0.9523200	0.0508271	138	0	1	0
1.316556	103.9421	467205	1440000	113	8	10.7150532	0.1494095	0.7654595	5.4631677	0.8547752	0.3951677	0.4052702	0.3128713	0.3940677	0.3940677	0.9916980	0.8536980	0.1659982	138	0	1	0
1.320168	103.9072	416729	1025000	86	17	7.3914451	0.1454038	1.5883471	1.5952515	0.3260875	0.3209939	0.4567909	0.8839738	0.5267051	2.1851916	1.5037403	0.4225817	0.0534039	138	1	1	0
1.320813	103.9074	416730	1030000	103	17	7.4535440	0.1931042	1.5197987	1.6342485	0.3570890	0.2896709	0.4964834	0.9041432	0.4836054	2.1519265	1.5580374	0.4346793	0.1219088	138	1	1	0
1.298293	103.8320	239224	3325000	236	22	2.6862411	0.1332923	0.8835434	3.5236715	0.6666421	0.3753442	0.4367176	0.6875434	0.6806025	2.7042225	0.5171024	0.4781272	0.1695614	138	1	0	1
1.298461	103.8327	239225	3750000	303	22	2.6378377	0.1597054	0.9336980	3.4838923	0.6991247	0.4498945	0.4308340	0.6726005	0.6452813	2.7468915	0.5034922	0.5012359	0.2379388	138	1	0	1
1.337673	103.7801	589488	2725000	176	3	9.9267531	0.4123906	1.9060593	4.2423717	0.5004548	0.2030461	0.4750464	0.4215857	0.4484505	2.3503049	0.2135735	0.2135735	0.0890529	140	0	1	0
1.337280	103.7803	589489	1538000	102	3	9.8902693	0.3901490	1.8730406	4.2502740	0.5306896	0.2388399	0.4443317	0.4622154	0.4676131	2.3050595	0.2527316	0.2527316	0.0436822	140	0	1	0
1.426518	103.8243	757487	1088000	122	6	16.1051202	0.0906855	0.5020916	4.3702644	0.7195081	0.6724469	1.2185361	0.1432232	0.6951704	2.1230787	1.3577860	1.2247763	0.2084918	140	0	1	0
1.426866	103.8244	757488	1400000	185	6	16.1406148	0.1291843	0.4652351	4.3726294	0.6815702	0.6370395	1.1965633	0.1123657	0.6756878	2.0887005	1.3359976	1.2026171	0.2323247	140	0	1	0
1.426266	103.8238	759158	1182500	135	6	16.0893850	0.0398721	0.5653359	4.3183516	0.7810265	0.7372813	1.2855992	0.2101733	0.7615534	2.1888180	1.4247702	1.2918948	0.2360916	140	0	1	0
1.316148	103.8073	268850	4600000	246	18	6.0803011	0.1576475	1.4011233	6.8982716	0.1806074	0.2238941	0.1313702	0.3547899	0.5411517	0.5411517	2.2306180	0.9097894	0.1211634	140	1	1	0
1.315229	103.8076	268851	5050000	266	18	5.9860695	0.2365877	1.3851114	6.8000966	0.2499380	0.3334825	0.2330422	0.4653389	0.6364552	0.6364552	2.1391175	0.9921450	0.2117722	140	1	1	0
1.314816	103.8080	268852	2750000	163	18	5.9312265	0.2780375	1.3946434	6.7441281	0.3026665	0.3878075	0.2836709	0.5210992	0.6800936	0.6800936	2.0853752	1.0268982	0.2602935	140	1	1	0
1.291898	103.8256	169813	1950000	82	8	3.0050950	0.2675793	0.3515056	3.6749935	0.3897188	0.2056200	0.6616891	0.5079743	0.2448346	1.8555492	0.6253514	0.1914091	0.0607513	141	0	0	1
1.291900	103.8258	169814	1500000	86	8	2.9854212	0.2585554	0.3316844	3.6569527	0.3802652	0.1899483	0.6576481	0.5158611	0.2648217	1.8577646	0.6202094	0.1763387	0.0430083	141	0	0	1
1.323084	103.8252	298088	1925000	139	14	5.2363576	0.5110833	2.0794293	6.1599928	1.2406819	1.1229920	0.3323446	0.2093958	0.3756163	1.9102586	1.7971560	0.4429862	0.1114658	142	0	0	1
1.322767	103.8250	298090	2400000	161	14	5.2172461	0.4856610	2.1093455	6.1398112	1.2266648	1.1266611	0.3014408	0.2283984	0.3737237	1.8883334	1.7665512	0.4241851	0.0973425	142	0	0	1
1.307996	103.8309	229543	8500000	311	30	3.5138226	0.1342395	1.8920989	4.4165187	1.0526205	0.7460445	0.3853194	1.4510914	1.1737155	2.9137638	0.1797306	0.2684213	0.2211161	146	1	1	0
1.309967	103.8973	438797	1180000	111	11	5.8589600	0.1550510	0.9473111	1.0146727	0.5119446	0.4598022	1.0146727	0.2540503	0.6228739	1.0190229	0.6089344	0.6089344	0.0744631	148	1	0	1
1.310036	103.8972	438798	1265000	116	11	5.8597479	0.1490052	0.9461221	1.0062971	0.5163252	0.4667481	1.0062971	0.2515939	0.6240558	1.0146775	0.6005536	0.6005536	0.0754154	148	1	0	1
1.370071	103.7684	679646	1288000	137	32	13.2977229	0.2536192	0.8294696	5.0218980	3.5017514	0.2536192	0.4194226	0.1556575	0.3332803	6.1088419	0.8652804	1.0156693	0.1922268	148	1	0	0
1.315938	103.8291	259850	2480000	151	25	4.3375119	0.3336557	2.1654361	5.2585098	1.2238354	0.7022649	0.5418100	0.7353555	0.6012350	2.3939283	0.9671396	0.4623529	0.2900185	149	0	1	0
1.315864	103.8297	259852	2300000	154	25	4.2900940	0.4052025	2.1227059	5.2131962	1.1539733	0.6466018	0.5916907	0.7001026	0.6269770	2.4653473	0.9661000	0.5038138	0.3320807	149	0	1	0
1.315524	103.8302	259854	2809500	195	25	4.2282546	0.4670243	2.1150073	5.1522859	1.0897431	0.6263350	0.6558529	0.7047318	0.6537810	2.5271745	0.9380576	0.5653379	0.3168751	149	0	1	0
1.322381	103.8237	297722	3650000	156	2	5.2662693	0.5299486	2.2607150	6.1839623	1.0887208	1.0236495	0.3320496	0.3791437	0.4959652	1.7387525	1.7636666	0.4986255	0.0673250	150	0	1	0
1.304517	103.8264	249722	3075000	139	13	3.6023958	0.2978049	1.5139667	4.4524032	1.4512049	0.4036037	0.3895991	1.3439963	1.5016180	2.7307878	0.2154203	0.1266858	0.0880878	150	0	1	0
1.304904	103.8269	249723	2737500	138	13	3.5929124	0.2333739	1.5492168	4.4492465	1.4747912	0.4401404	0.4538938	1.3628481	1.5543446	2.7387729	0.1630071	0.0705518	0.1172433	150	0	1	0
1.323708	103.8257	298063	3323000	204	24	5.2594562	0.5589526	1.9959722	6.1857265	1.2987840	1.0953044	0.3970014	0.1667817	0.3718414	1.9820252	1.8533287	0.4763650	0.1287772	150	1	1	0
1.325391	103.8253	298069	1790000	116	24	5.4434961	0.7521016	1.9861264	6.3712734	1.2560356	1.2061381	0.5851804	0.3309703	0.5499730	1.9712819	2.0458425	0.6687034	0.2336572	150	1	1	0
1.324657	103.8258	298071	2700000	179	24	5.3476048	0.6619186	1.9604760	6.2753940	1.3002096	1.1465599	0.5023344	0.2354818	0.4541203	2.0020132	1.9571001	0.5753701	0.1779936	150	1	1	0
1.240246	103.8383	98309	5800000	384	4	5.0622490	3.4657263	3.9491572	4.3738927	4.0223624	0.9244311	3.4758209	0.3068848	3.9289891	4.1924991	3.1082977	0.7773241	2.3447172	151	0	0	1
1.323834	103.8501	308162	2135000	192	5	4.4296110	0.1001285	0.4664342	4.8224602	0.4473703	0.6761197	0.8090377	0.7838392	0.6598945	1.5925455	0.7350985	0.1795040	0.1346793	151	0	1	0
1.297519	103.8379	239896	2975000	123	4	2.1315944	0.1778400	1.1369958	3.0208624	0.9431935	0.9864285	0.3388168	0.6144779	0.4404232	2.9092751	0.3336976	0.0888786	0.2384524	152	0	1	0
1.296801	103.8705	436917	2050000	153	20	2.5549400	1.0558197	1.1259739	2.8941094	1.0184057	1.3785014	0.3177286	1.0433183	1.3775945	1.3775945	0.8827768	0.9049076	0.1093686	152	1	1	0
1.271975	103.8085	109258	1440000	74	21	4.9633173	0.1871574	0.4058504	5.1609164	0.1814509	0.1656319	0.2049533	0.7961626	0.4616317	1.7779107	0.8183784	0.1809499	0.1463745	154	0	0	1
1.347670	103.7908	288061	2000000	154	22	9.7737264	1.0207685	2.1256659	5.6377581	1.8847982	1.0207685	1.5390842	0.7681252	1.8739044	3.4974173	1.6663448	1.1519158	1.4815626	155	0	0	0
1.327207	103.8418	298127	1688715	121	1	4.9191365	0.4104848	0.3229022	5.7853887	1.2501926	0.3475892	0.7011455	0.2811254	0.3322987	1.8334477	0.7610792	0.6394280	0.1207129	157	0	1	0
1.298929	103.8370	239899	3200000	157	6	2.3119569	0.2755780	1.2010857	3.2045543	0.9780357	0.9198197	0.2519875	0.7138191	0.5641552	2.9949791	0.1884083	0.1884083	0.1910538	157	0	1	0
1.347162	103.7735	587972	868000	84	18	11.1581615	0.2016537	2.1981390	3.8048137	0.9001783	0.3748818	0.7258738	0.3693487	1.0496192	3.5634513	1.0821349	0.6106508	0.1527620	157	0	0	1
1.347524	103.7736	587973	1190000	122	18	11.1771431	0.2424348	2.2035495	3.8287474	0.9359829	0.4010216	0.7602057	0.4033703	1.0860156	3.5986475	1.1121170	0.6424320	0.1934215	157	0	0	1
1.296797	103.8892	437885	1787500	97	19	4.4403760	0.1869797	0.9154529	2.3959635	0.8546247	0.3687606	0.4021427	0.3220768	0.7679580	0.7679580	1.5514714	1.3392737	0.1002259	157	0	1	0
1.281983	103.8304	169905	1520000	86	5	2.3568161	0.1171465	0.5675636	2.7823676	0.3707718	0.2126631	0.5921609	0.2111187	0.5465162	1.0210423	0.6114677	0.3324951	0.3831665	158	0	1	0
1.282050	103.8302	169907	2100000	119	5	2.3772082	0.0953516	0.5491807	2.8046677	0.3766827	0.2077473	0.5730206	0.2004086	0.5246490	1.0122944	0.5933096	0.3187995	0.3855178	158	0	1	0
1.304951	103.8364	229920	2880000	117	19	2.8693518	0.1900378	1.2130108	3.7902726	0.8685840	0.9009145	0.5065004	1.0380971	0.7429388	3.5693884	0.1472095	0.3265757	0.2790064	159	1	1	0
1.356423	103.8279	576194	1950000	195	27	8.4580186	0.3395469	1.4062657	8.4009735	1.1178091	0.2115248	0.5501441	0.3698661	1.9046020	1.9046020	0.3908602	0.3908602	0.1311853	159	1	1	0
1.357366	103.8276	576191	1835000	179	28	8.5674931	0.3670551	1.4472930	8.4821265	1.1951908	0.1545626	0.6256300	0.2933059	1.8583545	1.8583545	0.4762563	0.4762563	0.1283241	159	1	1	0
1.321510	103.9548	469360	1452840	126	12	12.2344338	0.2221727	1.5755751	6.8882171	0.1480099	0.2667282	0.2439314	0.3365445	1.1284231	1.1284231	1.6502830	0.1034700	0.0502364	160	1	1	0
1.320937	103.9542	469565	1420000	122	12	12.1488980	0.1367809	1.5272601	6.8170519	0.1559785	0.3138724	0.2787082	0.2729385	1.0413560	1.0413560	1.7164568	0.1866168	0.1201442	160	1	1	0
1.321218	103.9540	469566	1427500	145	12	12.1350872	0.1627747	1.4934574	6.7926870	0.1933023	0.2815068	0.3129809	0.2522233	1.0293539	1.0293539	1.6833145	0.2016027	0.1083745	160	1	1	0
1.321507	103.9537	469567	1170000	101	12	12.1226420	0.1946548	1.4607288	6.7695274	0.2313653	0.2505459	0.3480379	0.2379583	1.0201136	1.0201136	1.6512635	0.2219981	0.1098197	160	1	1	0
1.321527	103.9541	469568	1420000	122	12	12.1578921	0.1980938	1.4956053	6.8063192	0.2031885	0.2475844	0.3156926	0.2731203	1.0542271	1.0542271	1.6864356	0.1852070	0.0768486	160	1	1	0
1.297463	103.8744	436904	1650000	129	19	2.9664782	1.1980808	1.0681254	3.0804805	1.1844445	1.1292890	0.1355231	1.2423453	0.9317501	0.9317501	0.5869163	0.5869163	0.1340641	160	1	0	1
1.360985	103.8290	575728	1800000	170	26	8.9077593	0.2112320	1.4123263	8.5728448	1.2647575	0.3756472	0.4607811	0.1264509	1.4802259	1.5001509	0.7333408	0.7333408	0.0405964	160	1	1	0
1.329780	103.7685	599970	1650000	150	32	10.5435574	0.1592771	1.0896213	2.9373495	1.3621310	0.1576205	1.5095162	0.2082929	0.8647693	2.2559897	1.5212279	0.7052947	0.1528611	160	1	0	0
1.293622	103.7674	126822	1580000	124	7	9.4170049	0.8802577	1.2795775	5.1982138	1.1832231	0.4758765	1.8923615	0.5637527	2.1966594	3.1817844	1.1192212	0.9336928	0.0469219	162	0	1	0
1.293361	103.7672	126824	1255000	88	7	9.4301339	0.9120281	1.3070077	5.2138615	1.2062693	0.4773737	1.9086699	0.5648654	2.2225684	3.2149269	1.1462851	0.9657854	0.0591603	162	0	1	0
1.294154	103.7677	127302	1660000	129	7	9.3913110	0.8161340	1.2245867	5.1665062	1.1376711	0.4805836	1.8612977	0.5304018	2.1452520	3.1147887	1.0651508	0.8688442	0.0794788	162	0	1	0
1.311599	103.8031	268818	3600000	316	28	6.1982691	0.4497643	0.7530187	6.9635448	0.5894476	0.6575239	0.7731113	0.8376192	1.1807217	1.1807217	1.7114678	0.8696417	0.0984050	162	1	1	0
1.355013	103.8656	558962	680000	39	1	8.0422934	0.1682769	0.7760455	5.1083270	0.9038758	0.1658804	0.4791184	0.3026044	0.3137172	2.2274187	0.9057388	0.6056108	0.0388703	163	1	0	1
1.336046	103.8674	357920	1440000	142	19	6.0489493	0.2158105	0.7627334	3.4764804	1.1627014	0.3753962	0.5236385	0.8734697	0.5648690	1.4110378	1.6218174	0.3712337	0.1307183	163	1	1	0
1.359762	103.8327	579653	1310000	87	10	8.6683636	0.1075437	0.9789850	8.1531642	0.9814522	0.1284714	0.3639798	0.2779701	1.2693110	1.2693110	0.5928633	0.5928633	0.1265857	164	0	0	1
1.303691	103.8231	249613	5350000	240	11	3.8451119	0.6661402	1.5345126	4.6625365	1.5498061	0.2134574	0.1509099	1.1145384	1.3760504	2.5340561	0.1646740	0.4766826	0.0506102	164	0	1	0
1.304026	103.8231	249614	5500000	240	11	3.8605129	0.6447927	1.5656480	4.6815962	1.5760235	0.1769924	0.1835199	1.0926712	1.4129484	2.5109003	0.1305212	0.4552235	0.0175683	164	0	1	0
1.304164	103.8230	249616	6750000	240	11	3.8837108	0.6557167	1.5866932	4.7049111	1.5986283	0.1606580	0.2035551	1.0694271	1.4289019	2.4877770	0.1321582	0.4664077	0.0340406	164	0	1	0
1.334802	103.8099	289844	4130000	354	32	7.2931713	0.8522422	1.7968118	7.5320583	1.2696944	0.9590991	1.0014644	0.3601298	1.5506594	1.5506594	3.2179495	0.5172071	0.7533992	164	0	0	1
1.334802	103.8099	289845	4150000	322	32	7.2931713	0.8522422	1.7968118	7.5320583	1.2696944	0.9590991	1.0014644	0.3601298	1.5506594	1.5506594	3.2179495	0.5172071	0.7533992	164	0	0	1
1.303475	103.8382	229158	4150000	146	2	2.6195654	0.3354889	0.9901293	3.5448597	0.9751904	1.0414400	0.3370083	0.7783439	0.7491300	3.5045064	0.1305197	0.3353564	0.1890502	165	0	1	0
1.308377	103.8019	276750	1450000	88	7	6.1413827	0.3644135	0.5870306	6.8743975	0.2338605	0.3839107	0.7147948	0.8035630	0.9743302	1.5557389	1.5124217	0.7685234	0.0699988	165	0	1	0
1.297077	103.8875	437874	1890000	121	8	4.2728791	0.1001981	0.7563578	2.4059866	0.7107787	0.4604669	0.2141753	0.1313570	0.5800269	0.5800269	1.3670190	1.2501257	0.1378342	167	0	1	0
1.297459	103.8877	437876	1994000	117	8	4.3003709	0.0930349	0.7359207	2.3615275	0.6846486	0.4230056	0.2146026	0.1479986	0.5792303	0.5792303	1.3619630	1.2128417	0.1151803	167	0	1	0
1.316536	103.8318	259324	1458000	88	18	4.2284027	0.3102410	1.9168039	5.1591662	0.9771058	0.4210169	0.7178714	0.5332223	0.4456337	2.6749639	1.0660615	0.4607739	0.1940430	167	1	1	0
1.316597	103.8316	259326	2200000	280	18	4.2440671	0.3060499	1.9234953	5.1744658	0.9970020	0.4303172	0.6981509	0.5326729	0.4584855	2.6550187	1.0768993	0.4779162	0.1987317	167	1	1	0
1.316727	103.8311	259328	1450000	98	18	4.2871308	0.3074106	1.9501720	5.2162768	1.0553246	0.4671055	0.6411153	0.5415982	0.5038731	2.5947052	1.0904622	0.5330774	0.2283762	167	1	1	0
1.296776	103.8746	436914	1361740	112	18	2.9474703	1.2021732	1.0882024	3.1233040	1.2026718	1.1315454	0.1450756	1.3060046	0.9275516	0.9275516	0.6511132	0.6511132	0.0798670	168	0	0	1
1.299509	103.8370	239864	1440000	53	8	2.3609547	0.3049018	1.1828363	3.2576646	1.0249334	0.9084492	0.2164558	0.7614958	0.6274784	3.0500599	0.1321238	0.1321238	0.1371950	169	0	1	0
1.293902	103.8299	248903	3194000	353	15	2.6415079	0.2070039	0.3424436	3.3911812	0.2247268	0.3136952	0.4189020	0.4075119	0.7109400	2.1677377	0.2318955	0.2436534	0.1062573	170	1	0	0
1.293347	103.8304	248904	2060000	120	15	2.5642054	0.1580559	0.3175244	3.3090670	0.1410524	0.3166630	0.3827263	0.3257786	0.6568403	2.1270939	0.1758782	0.1994642	0.1035900	170	1	0	0
1.318027	103.7767	597590	1205000	91	20	9.1386476	0.2448745	0.8607882	4.1807652	0.7742018	0.5807463	0.7748810	0.5646957	0.8365557	0.8365557	1.4290689	0.6997610	0.1326064	170	1	0	1
1.317563	103.7765	597591	1445000	137	20	9.1406190	0.2785915	0.8450396	4.1785505	0.7263156	0.5592654	0.7335889	0.5667582	0.8554913	0.8554913	1.3927963	0.6517830	0.1022256	170	1	0	1
1.318438	103.7767	597592	1500000	142	20	9.1569075	0.2447877	0.8560399	4.1634111	0.7996171	0.6163270	0.8185503	0.5861980	0.8439875	0.8439875	1.4414204	0.7254588	0.0920452	170	1	0	1
1.318986	103.7806	278639	1520000	96	30	8.7934234	0.1697256	1.0666175	4.5422877	1.2060460	0.5607695	0.8771627	0.3702865	0.4588468	0.4588468	1.6058451	0.6096254	0.0897797	170	1	0	0
1.320046	103.7807	278640	2530000	182	30	8.8366477	0.1527275	1.1480967	4.5129990	1.2695411	0.6788076	0.9939328	0.4848433	0.5209108	0.5209108	1.7003315	0.6405257	0.1183536	170	1	0	0
1.341908	103.7711	598681	1385000	144	2	11.0186409	0.1498599	2.0634116	3.3474038	0.6135873	0.1420805	0.5530804	0.3086475	0.6933195	3.1353391	0.9090217	0.5656350	0.0098815	172	0	0	0
1.291076	103.8344	239497	1820000	363	5	2.0530220	0.3999556	0.6022616	2.7984133	0.3878330	0.6138610	0.3732441	0.2041414	0.3748848	2.0985544	0.3950317	0.4152605	0.0380539	175	0	1	0
1.326573	103.7927	276541	2080000	152	6	8.0739651	0.2167970	0.3620554	5.6533393	1.7281569	0.2125647	0.6930479	0.4841039	1.3282050	1.4353646	2.0734937	0.5660455	0.1051319	175	0	1	0
1.326691	103.7933	276543	2000000	126	6	8.0278578	0.1489702	0.3094391	5.7176915	1.7331461	0.1908000	0.6364961	0.5210296	1.3783226	1.4897789	2.1155287	0.5181325	0.1200035	175	0	1	0
1.326691	103.7933	276544	1645000	90	6	8.0278578	0.1489702	0.3094391	5.7176915	1.7331461	0.1908000	0.6364961	0.5210296	1.3783226	1.4897789	2.1155287	0.5181325	0.1200035	175	0	1	0
1.327337	103.7928	276545	1500000	126	6	8.1145115	0.2056361	0.2964990	5.6546605	1.8106076	0.1286249	0.6289551	0.5684033	1.2952595	1.5074034	2.0275787	0.4925029	0.1875480	175	0	1	0
1.383626	103.8624	808005	1610000	176	36	11.1270298	0.3374449	2.3087341	5.0598166	1.4913125	0.6320327	1.9618493	0.0979683	1.1246591	1.1246591	0.8022469	0.9456382	0.6367267	175	1	1	0
1.382975	103.8631	808012	1780000	200	36	11.0647142	0.2933790	2.2838258	5.0215474	1.4863082	0.6861632	2.0394592	0.1436252	1.1235699	1.1235699	0.7715759	0.9588575	0.5600400	175	1	1	0
1.382700	103.8624	808014	1770000	200	36	11.0250593	0.3787488	2.2178786	5.1080888	1.4104947	0.7311197	1.9558612	0.1113343	1.0458922	1.0458922	0.8559369	0.8762568	0.5340812	175	1	1	0
1.351037	103.8408	573964	1868000	144	3	7.5379520	0.2465401	0.5296809	6.8618102	0.4459130	0.4066972	0.2645755	0.2372984	1.1298428	1.9127115	0.8688536	0.5387869	0.1759208	176	0	1	0
1.297863	103.8363	238113	4515000	349	5	2.2895635	0.3470761	1.1319200	3.1655307	0.8339787	0.8111464	0.3950917	0.5761924	0.4397726	2.8509361	0.3309250	0.2722647	0.2171363	176	0	1	0
1.297983	103.8360	238141	3450000	169	5	2.3231851	0.3793979	1.1164146	3.1972939	0.8218228	0.7808140	0.4093983	0.5816806	0.4544261	2.8470710	0.3362477	0.3070115	0.2334931	176	0	1	0
1.295460	103.8422	238595	3800000	211	5	1.6441709	0.0996735	0.8928172	2.5591018	0.8397371	1.2811017	0.4025213	0.4029813	0.6771057	3.0110531	0.3793918	0.3709182	0.1539542	176	0	1	0
1.316406	103.7846	277054	2490000	185	10	8.2619787	0.3145773	0.5635003	5.0662475	0.7205139	0.5839788	0.8735643	0.1725333	0.0771061	0.0771061	1.1419761	0.1879249	0.2037991	176	0	0	0
1.317061	103.7848	277055	2410000	341	10	8.2771680	0.2614695	0.6192512	5.0575717	0.7727099	0.6366692	0.9357713	0.2111160	0.0788831	0.0788831	1.2034012	0.1309719	0.1516401	176	0	0	0
1.328360	103.8414	298130	1395000	137	2	5.0542469	0.4761278	0.2236652	5.8552491	1.1414372	0.2422534	0.6367577	0.4173894	0.4435116	1.7964917	0.8973490	0.6860461	0.0872989	177	0	1	0
1.388944	103.8592	806107	1150000	123	20	11.6828432	0.1694516	2.6034819	5.1318309	1.8716458	0.5190538	1.7854984	0.1347763	1.5203263	1.5203263	1.0661271	1.3038663	0.1851672	179	1	1	0
1.390300	103.8595	806109	1220000	123	20	11.8347134	0.0664227	2.7380778	5.0575066	2.0229877	0.5114207	1.8776484	0.1043354	1.6086818	1.6725257	1.0807383	1.4558730	0.0485753	179	1	1	0
1.339493	103.8697	357741	1600000	119	24	6.4917172	0.0495866	0.4761884	3.5150342	1.4899775	0.8321817	0.1168848	0.8159333	0.8841133	1.6780751	1.2499038	0.8020915	0.1357540	179	1	1	0
1.283083	103.7843	119916	2500000	181	4	7.4746705	0.3112140	2.3615889	7.2589518	1.1220624	0.3426399	0.2812777	0.6734177	1.9666297	3.7486990	2.1558325	1.2783207	0.1948142	180	1	1	0
1.324104	103.8487	309978	1606444	138	6	4.4671576	0.1589698	0.6159626	4.9740946	0.5987770	0.7583758	0.7047036	0.6720223	0.5097989	1.6208933	0.6241155	0.2917222	0.2074472	180	0	1	0
1.324190	103.8488	309979	2115000	138	6	4.4761436	0.1610190	0.6113030	4.9668522	0.5915136	0.7455820	0.7174627	0.6795024	0.5144447	1.6085814	0.6367471	0.2804399	0.1949270	180	0	1	0
1.317956	103.9433	467298	2418000	207	18	10.8972318	0.1565168	0.7938448	5.5979661	0.7342922	0.4373771	0.5964879	0.2609808	0.2476751	0.2476751	0.9040269	0.7219827	0.1622014	182	1	1	0
1.317192	103.9435	467302	1500000	135	18	10.8918275	0.1974113	0.8562065	5.6239287	0.8226034	0.4852002	0.5312603	0.3343490	0.2200543	0.2200543	0.9904303	0.8103661	0.1394138	182	1	1	0
1.318091	103.9431	467303	1319000	113	18	10.8805181	0.1348074	0.7662735	5.5745846	0.7126277	0.4443600	0.6017780	0.2332379	0.2737827	0.2737827	0.8796188	0.7016585	0.1849927	182	1	1	0
1.317900	103.9430	467304	1050000	96	18	10.8670946	0.1265212	0.7700106	5.5681454	0.7308926	0.4632910	0.5796736	0.2409013	0.2758949	0.2758949	0.8952923	0.7208026	0.1924912	182	1	1	0
1.364159	103.7655	669554	875000	71	20	13.0664534	0.4968541	1.5538567	4.3035718	2.9800972	0.3689813	0.2495469	0.5348120	0.3326098	5.5549042	0.1508009	0.5002191	0.0440283	184	1	1	0
1.364603	103.7660	669555	1310000	123	20	13.0560844	0.4221872	1.4867769	4.3792248	3.0026792	0.3662627	0.2318154	0.4575851	0.2553295	5.6289409	0.2285841	0.5242655	0.1006049	184	1	1	0
1.293453	103.8399	238002	1950304	96	3	1.6676238	0.2188692	0.6754260	2.5344943	0.5793517	0.9593652	0.5311220	0.5497287	0.4004139	2.6738752	0.2653989	0.3457444	0.1774216	186	0	0	0
1.293212	103.8401	238008	2855000	143	3	1.6274473	0.1790364	0.6518187	2.4946660	0.5530232	0.9500667	0.4979691	0.5327604	0.4341514	2.6737088	0.2254503	0.3075227	0.1372640	186	0	0	0
1.293140	103.8402	238026	2062094	100	3	1.6142919	0.1662330	0.6452772	2.4818019	0.5455579	0.9483327	0.4867972	0.5221576	0.4458930	2.6747563	0.2123053	0.2948278	0.1241034	186	0	0	0
1.295456	103.8427	239616	2170000	125	9	1.6045050	0.1249871	0.8958694	2.5246219	0.8603647	1.3163393	0.3627844	0.3567521	0.7388161	3.0536264	0.3834082	0.3660825	0.1498401	187	0	1	0
1.295480	103.8429	239617	4125000	193	9	1.5985858	0.1355469	0.8997645	2.5198732	0.8677056	1.3261629	0.3576537	0.3498440	0.7523673	3.0645860	0.3721143	0.3691656	0.1398758	187	0	1	0
1.294584	103.8424	239618	3015000	188	9	1.5539521	0.0375803	0.7964941	2.4645895	0.7558027	1.2146038	0.3174123	0.3264515	0.6829405	2.9558820	0.2874569	0.2712707	0.0557541	187	0	1	0
1.352263	103.8415	576149	1070000	106	15	7.6615577	0.1245559	0.4065076	6.8752019	0.5047892	0.4824310	0.4176967	0.1835708	1.1446890	1.7806495	0.8220400	0.6037971	0.1214042	188	1	0	1
1.352215	103.8409	576150	1089000	106	15	7.6665597	0.1877518	0.3996118	6.9295905	0.4360456	0.4140378	0.3806792	0.2271726	1.1969407	1.7821873	0.8871247	0.5350315	0.0706087	188	1	0	1
1.320095	103.9137	419154	1400000	91	10	8.0009702	0.0968360	1.0731243	2.3088349	1.0456773	0.0968360	0.1336821	0.5294378	0.4651308	1.4718711	1.9049079	0.5186633	0.1027663	189	1	0	1
1.349155	103.8670	554774	1540000	108	11	7.4392262	0.1564057	0.6404961	4.5058587	1.5457579	0.0662504	0.5297627	0.2319936	0.1757904	1.8805380	0.6187041	0.6187041	0.0988160	189	1	1	0
1.349674	103.8664	554775	1590000	108	11	7.4820813	0.1172520	0.7118301	4.5873202	1.4882708	0.1147055	0.4504756	0.3036599	0.2540024	1.8805919	0.6655177	0.6655177	0.0534947	189	1	1	0
1.347037	103.7657	659763	1490000	131	4	11.8334159	0.2953186	1.3410979	3.0309083	1.4197223	0.2283575	1.3155877	0.0632703	1.0546458	3.9235763	1.2208616	0.9702401	0.1359631	192	0	1	0
1.346636	103.7663	659764	1630000	134	4	11.7561324	0.2467809	1.4101590	3.0634902	1.3424418	0.2523337	1.2386232	0.0765017	1.0276882	3.8527581	1.2521334	1.0382580	0.0738999	192	0	1	0
1.346328	103.7658	659765	1900000	215	4	11.7802935	0.2567514	1.3620955	2.9989236	1.3676264	0.1878788	1.2706773	0.1098416	0.9979434	3.8522714	1.2959189	0.9894029	0.1251383	192	0	1	0
1.270785	103.8241	99196	2388000	218	10	3.3713619	0.2965150	0.4371020	3.4481018	0.3116510	0.3160610	0.6700879	0.8265775	0.4946854	0.4946854	0.6742300	0.7536744	0.0915136	192	0	0	1
1.270965	103.8245	99197	1610000	129	10	3.3236955	0.2489302	0.4417866	3.4020555	0.3347947	0.2815874	0.7125062	0.8500902	0.4769459	0.4769459	0.6910741	0.7853620	0.0489156	192	0	0	1
1.270411	103.8246	99208	1940000	169	10	3.3460795	0.2725538	0.4968094	3.4077446	0.3754941	0.3391564	0.6693930	0.8903183	0.5386177	0.5386177	0.6294719	0.7290268	0.1061523	192	0	0	1
1.270437	103.8248	99209	1236000	108	10	3.3258526	0.2534698	0.5053421	3.3863802	0.3901985	0.3317734	0.6859970	0.9055572	0.5382112	0.5382112	0.6319741	0.7392503	0.1018668	192	0	0	1
1.356757	103.7592	669619	983000	115	14	13.0676826	0.1127529	1.0794820	3.2246130	2.6828463	0.6662437	0.8484405	0.2008023	0.6241317	4.6310893	0.9362263	0.9910587	0.2679099	192	1	0	1
1.356757	103.7592	669620	1065000	138	14	13.0676826	0.1127529	1.0794820	3.2246130	2.6828463	0.6662437	0.8484405	0.2008023	0.6241317	4.6310893	0.9362263	0.9910587	0.2679099	192	1	0	1
1.357165	103.7583	669621	1030000	153	14	13.1724029	0.0468242	1.0683496	3.2062900	2.7448474	0.6617094	0.7423350	0.1824926	0.5652361	4.5486482	0.9671175	0.9877547	0.3578740	192	1	0	1
1.329770	103.8677	358828	1360000	107	7	5.3955539	0.3206148	0.4556961	3.1067109	0.9581078	0.1502607	0.2523031	0.6006943	0.3307569	1.6584568	1.8858085	0.3281665	0.1062653	194	0	1	0
1.298744	103.8971	437980	2730000	144	5	5.3405912	0.2564476	1.3329657	2.1910589	1.0992099	0.7062469	0.0532991	0.1603869	0.8216677	1.6062938	0.8533527	0.8533527	0.0732207	196	0	1	0
1.298121	103.8975	437981	3486000	182	5	5.3591886	0.2727815	1.4119828	2.2674070	1.0882467	0.7400932	0.1285596	0.2285471	0.8669051	1.6500497	0.8709408	0.8709408	0.1439579	196	0	1	0
1.429442	103.7863	737874	894444	62	4	17.6959459	0.4595205	1.1047683	0.8491350	1.8670436	0.5165176	0.8204897	1.1147149	0.3660509	5.9596602	0.7099220	0.5277191	0.1204881	200	0	0	1
1.429043	103.7863	737875	890000	99	4	17.6549312	0.4932315	1.1269761	0.8933660	1.9047880	0.5604990	0.8088966	1.1474244	0.4099799	5.9658435	0.7542060	0.5417050	0.1545066	200	0	0	1
1.428994	103.7858	737876	818000	93	4	17.6742244	0.5193109	1.0786694	0.9017379	1.8778072	0.5735381	0.8656277	1.1116767	0.4104238	6.0247433	0.7611376	0.5211196	0.1961793	200	0	0	1
1.250048	103.8463	98619	2000000	151	9	3.8027073	2.5774487	2.8604815	3.0363023	2.9682563	0.5509589	2.9300778	1.7057443	2.9228546	3.7303571	2.8992150	0.7926725	2.3730050	200	0	0	1
1.250073	103.8463	98621	2500000	175	9	3.7999150	2.5747338	2.8577829	3.0335597	2.9655415	0.5525385	2.9273625	1.7080460	2.9202427	3.7285003	2.8979326	0.7941289	2.3706600	200	0	0	1
1.250041	103.8463	98622	2520000	186	9	3.8029910	2.5786020	2.8617077	3.0360549	2.9694100	0.5534693	2.9296788	1.7072995	2.9243858	3.7330767	2.9023209	0.7952910	2.3715393	200	0	0	1
1.248943	103.8464	98626	2475000	109	9	3.9224585	2.7004512	2.9833596	3.1501754	3.0912576	0.5164029	3.0417483	1.6231662	3.0444581	3.8298867	2.9783593	0.7603158	2.4620693	200	0	0	1
1.249032	103.8465	98629	2620000	176	9	3.9104721	2.6924526	2.9757340	3.1362258	3.0832592	0.5338493	3.0272936	1.6410379	3.0384837	3.8323575	2.9850311	0.7778435	2.4448128	200	0	0	1
1.349666	103.8471	574045	1290000	109	15	7.3089317	0.1926739	0.2348005	6.1967155	1.1581085	0.4024026	0.1719127	0.1369574	0.4963200	1.6120394	0.1842262	0.1842262	0.1582526	200	1	0	1
1.349156	103.8467	574044	1300000	108	16	7.2555698	0.2198135	0.3023625	6.2017705	1.1294661	0.4419401	0.2435824	0.1364608	0.4808609	1.5892946	0.2498022	0.2498022	0.1150257	200	1	0	1
1.300263	103.8996	439960	2200000	162	29	5.6520842	0.3344604	1.4262953	2.1047188	0.7869220	0.4232399	0.2939801	0.2494179	0.5714791	1.7482415	0.5395012	0.5395012	0.2342967	200	1	1	0
1.301036	103.8997	439961	2140000	162	29	5.6949481	0.2498228	1.3921673	2.0301923	0.7514566	0.3380956	0.3496929	0.2816336	0.4842938	1.7021051	0.4691698	0.4691698	0.1643156	200	1	1	0
1.326237	103.9097	419591	3900000	462	32	8.0071207	0.2510459	0.9676439	2.0719674	0.8956464	0.4002822	0.6772260	0.5359149	0.5552266	1.9444213	2.0775928	0.2951697	0.1745773	200	1	1	0
1.327112	103.9101	419592	1988000	230	32	8.0918186	0.2770050	0.8986239	2.1463065	0.8053151	0.4083823	0.7476340	0.5221112	0.4523763	1.9368904	2.1483142	0.3768624	0.2177334	200	1	1	0
1.326320	103.9106	419593	1910000	230	32	8.0857715	0.1768278	0.8825207	2.1573676	0.8527950	0.3182436	0.6445211	0.4521319	0.5248663	1.8591135	2.1644007	0.2807455	0.1134227	200	1	1	0
1.327450	103.9106	419594	1780000	230	32	8.1608481	0.2704621	0.8312186	2.2152129	0.7424543	0.3830593	0.7606988	0.4633524	0.4011856	1.8926905	2.2168601	0.4055237	0.1785382	200	1	1	0
1.303190	103.8277	249693	10500000	355	21	3.3999269	0.3457416	1.3500979	4.2484313	1.2649170	0.2412941	0.4091096	1.4044714	1.3983853	2.9342586	0.3405743	0.2732254	0.1189030	202	1	1	0
1.303979	103.8279	249694	10000000	210	21	3.4386846	0.2554684	1.4358030	4.2954059	1.3422439	0.3028813	0.3920189	1.4648887	1.4575762	2.8930140	0.2507464	0.2024276	0.1169794	202	1	1	0
1.328082	103.8498	329111	1272500	119	9	4.9015614	0.3975221	0.7749462	4.9343257	0.7000346	0.4552646	0.6859314	0.3448855	0.6474811	1.1716853	1.0233282	0.2541931	0.1210467	204	0	1	0
1.328393	103.8492	329112	1590000	119	9	4.9388130	0.3498618	0.7688048	5.0035815	0.7490064	0.5153751	0.6240256	0.2812236	0.6056906	1.1735070	1.0147180	0.2005691	0.1832098	204	0	1	0
1.314812	103.8401	307945	2450000	108	3	3.6496968	0.2419100	1.1090664	4.5889807	0.3026139	0.1101619	0.2717997	0.4328044	0.6098707	2.9883807	0.4801041	0.4801041	0.0521262	205	0	1	0
1.356521	103.8308	579599	1200000	188	28	8.3757214	0.1901475	1.0903277	8.1348087	0.8501991	0.3043712	0.2922193	0.3478831	1.6808294	1.6808294	0.2037238	0.2037238	0.1417592	206	1	0	1
1.315627	103.8396	309306	1870000	103	8	3.7548775	0.1867283	1.1707919	4.6943270	0.3825017	0.1867283	0.2825309	0.4742927	0.5981343	2.9462503	0.4836200	0.4707625	0.1529252	208	0	1	0
1.316196	103.8395	309311	3900000	209	8	3.8198112	0.1392256	1.1936727	4.7592168	0.4449230	0.1392256	0.3242791	0.4818740	0.5505336	2.9046023	0.4768412	0.4311863	0.2120709	208	0	1	0
1.319664	103.7946	269257	3400000	190	25	7.4636533	0.8082225	1.0305851	6.0139324	0.9449437	0.5400741	0.9612616	0.3277480	1.2089275	1.2089275	1.5806736	1.0014974	0.5043260	208	0	1	0
1.319460	103.7956	269266	2200000	126	25	7.3572481	0.8391376	1.0560246	6.1275851	0.9263382	0.5225486	0.9256072	0.2972205	1.3118948	1.3118948	1.6126957	1.0038092	0.6099606	208	0	1	0
1.280349	103.7907	118170	850000	89	30	6.7714936	0.1985731	1.9622989	7.1332723	0.4986294	0.4964812	0.4694649	0.1581797	2.0278637	3.7605330	1.3844734	1.3844734	0.3693381	209	0	0	1
1.281419	103.7902	118173	863888	90	30	6.8179334	0.2091324	1.9469749	7.1943391	0.6248822	0.4659383	0.5957352	0.2655658	2.1087733	3.8317972	1.4922348	1.4922348	0.3160253	209	0	0	1
1.281353	103.7890	118175	685000	68	30	6.9550075	0.1451501	2.0510032	7.3301897	0.6600084	0.3352383	0.6317452	0.2381633	2.1807237	3.9652978	1.6041171	1.5859780	0.2229171	209	0	0	1
1.314094	103.8360	259703	5180000	188	2	3.7623536	0.1222537	1.5728162	4.6995352	0.4346506	0.2987109	0.2247384	0.8233715	0.5146659	3.1916542	0.8069403	0.3752568	0.1833242	210	0	1	0
1.315115	103.8355	259704	5500000	183	2	3.8877268	0.0893614	1.6247108	4.8249541	0.5417604	0.2859990	0.3165598	0.7168864	0.3949740	3.1138862	0.9030170	0.2634440	0.1672339	210	0	1	0
1.292103	103.8158	247965	1299000	90	17	4.0671226	0.2501042	0.7686430	4.6731145	0.5543936	0.5781023	0.2823226	1.0392159	0.7062757	2.0856638	1.2420762	0.5493305	0.1504450	210	1	0	1
1.291990	103.8166	247966	1441875	79	17	3.9857734	0.3199578	0.7076284	4.5938473	0.5070074	0.5542983	0.2514750	0.9628617	0.7056896	2.0398623	1.3150352	0.5596058	0.1217209	210	1	0	1
1.298406	103.8334	239194	2750000	240	31	2.5753710	0.2237472	0.9662564	3.4275039	0.7148139	0.5149589	0.4138413	0.6424324	0.5967119	2.7679541	0.4882607	0.4891355	0.2279317	210	0	0	1
1.297621	103.8327	239228	2600000	231	31	2.5796063	0.2342819	0.8544417	3.4160847	0.6098457	0.4185293	0.3399858	0.5860006	0.5730812	2.6607346	0.4503449	0.4095590	0.1471247	210	0	0	1
1.340823	103.7691	596710	1690000	159	31	11.1263463	0.1013508	1.9149761	3.1057623	0.7811607	0.3355383	0.7631256	0.3508574	0.4627346	3.1388274	1.0833781	0.7979770	0.1242928	210	0	1	0
1.340053	103.7676	596716	1780000	181	31	11.2162053	0.1144686	1.8117841	2.9224386	0.9350882	0.5150699	0.9363599	0.1898285	0.3110257	3.1606082	1.2353912	0.9799344	0.0662184	210	0	1	0
1.314956	103.8318	259801	2210000	152	11	4.0756970	0.4845685	2.0335818	5.0039201	0.8968871	0.5538456	0.6974810	0.7012591	0.5537407	2.7192850	0.8938912	0.5226507	0.2618240	211	1	1	0
1.315288	103.8317	259816	2300000	130	11	4.1164020	0.4491079	2.0332598	5.0447518	0.9267780	0.5333284	0.7231990	0.6695251	0.5397679	2.6930947	0.9340595	0.5197332	0.2998489	211	1	1	0
1.315385	103.8311	259817	1848500	89	11	4.1576279	0.4480739	2.0607538	5.0844886	0.9862358	0.5622377	0.7399061	0.6766149	0.5774169	2.6325796	0.9496805	0.5687227	0.3130874	211	1	1	0
1.315651	103.8314	259818	2260000	99	11	4.1659576	0.4130410	2.0186784	5.0941857	0.9690635	0.5198769	0.7432025	0.6388728	0.5350812	2.6556647	0.9805965	0.5289602	0.2993946	211	1	1	0
1.318023	103.9240	457266	2149500	183	21	8.9149440	0.3529890	1.0002619	3.4482745	1.0487845	0.5899956	0.9474302	0.2362821	0.1848303	0.5462263	1.1758777	0.5483163	0.1181715	211	1	1	0
1.318045	103.9250	457268	1680000	144	21	9.0184754	0.3281047	0.9539083	3.5613100	0.9716808	0.6372157	0.8689416	0.2362682	0.2311463	0.4900100	1.0876047	0.5733133	0.0913783	211	1	1	0
1.326401	103.8623	328689	1080000	62	3	4.8625557	0.2969202	0.2855543	3.5456211	0.8015928	0.3032512	0.7489298	0.4916299	0.5920662	1.4716477	1.6787949	0.5878506	0.3372570	212	0	0	0
1.287275	103.8279	169568	1550000	122	9	2.6513689	0.1363536	0.1426361	3.2305607	0.1817903	0.3655912	0.1665460	0.4288846	0.3523635	1.3984113	0.1162395	0.1162395	0.1448492	213	0	0	1
1.356477	103.7613	669600	2250000	128	1	12.8603986	0.2187209	1.2063650	3.3459818	2.4974430	0.7977982	1.0018110	0.1282348	0.8339139	4.8562827	0.7767123	0.7888556	0.0922095	214	0	0	0
1.325994	103.8113	286889	2350000	143	10	6.4648708	0.1027411	1.8498012	7.3478543	0.3762343	0.3231453	0.4926636	0.2735719	0.6583577	0.6583577	2.7276630	0.2699976	0.1795242	215	1	1	0
1.325635	103.8107	286890	3600000	224	10	6.4752194	0.1213870	1.8024386	7.3549788	0.4062928	0.2770097	0.4420727	0.3017878	0.5956740	0.5956740	2.7232550	0.2131398	0.1163975	215	1	1	0
1.325600	103.8123	288534	1935000	96	10	6.3552954	0.2157339	1.9689487	7.2408099	0.2589765	0.3254805	0.4604264	0.3619661	0.6908660	0.6908660	2.6329894	0.3028747	0.1388335	215	1	1	0
1.325600	103.8123	288535	1230000	72	10	6.3552954	0.2157339	1.9689487	7.2408099	0.2589765	0.3254805	0.4604264	0.3619661	0.6908660	0.6908660	2.6329894	0.3028747	0.1388335	215	1	1	0
1.309636	103.9247	458554	2300000	232	21	8.6349316	0.1264340	0.9235889	3.6475737	1.0865725	0.2574957	0.6284383	0.1802115	0.8670495	1.4025973	1.8611128	0.2693460	0.1069980	215	0	1	0
1.309659	103.9247	458555	1762500	258	21	8.6418528	0.1328860	0.9303768	3.6531537	1.0934948	0.2584629	0.6218035	0.1817311	0.8738840	1.3990612	1.8559241	0.2661830	0.1113997	215	0	1	0
1.309680	103.9248	458556	1460000	111	21	8.6490443	0.1397336	0.9373575	3.6591336	1.1006644	0.2593464	0.6148360	0.1838746	0.8809239	1.3956935	1.8507647	0.2633413	0.1159964	215	0	1	0
1.312057	103.8951	439422	1580000	122	11	5.7742401	0.1849288	0.8320069	0.7057632	0.3427834	0.2841323	0.7057632	0.4096724	0.7790713	0.7790713	0.3123156	0.3123156	0.1308860	216	1	1	0
1.312019	103.8955	439423	1557500	122	11	5.8040379	0.2201788	0.8606823	0.7231834	0.3431989	0.2763598	0.7231834	0.3935103	0.7997923	0.8162790	0.3234199	0.3234199	0.1629268	216	1	1	0
1.312269	103.8946	439445	1432500	136	11	5.7404883	0.1257160	0.8026629	0.6667210	0.3333251	0.2893010	0.6667210	0.3535083	0.7279127	0.7279127	0.2868386	0.2868386	0.0745878	216	1	1	0
1.341427	103.7664	596733	1378000	138	20	11.4175667	0.1722118	1.6132345	2.8331581	1.0950675	0.5129624	1.0697191	0.1095585	0.4506725	3.3662537	1.3972875	1.0914493	0.2018745	216	0	1	0
1.280543	103.8523	18965	6500000	250	2	0.3869164	0.2447234	0.9883780	0.5606748	0.4497434	1.3110463	0.1414389	0.6845823	1.4705933	3.1874980	0.2182441	0.6933159	0.1134662	223	0	0	1
1.315773	103.9338	469336	1080000	125	16	9.8200274	0.2761420	0.6859193	4.5451070	0.5572100	0.5153285	0.7362918	0.2622817	1.0153849	1.0543367	0.9903381	1.0389335	0.0962617	224	1	0	1
1.316703	103.9339	469337	958000	97	16	9.8664063	0.3586157	0.5937761	4.5499732	0.4576157	0.5192941	0.8303886	0.2629118	0.9195927	0.9960388	0.8905826	0.9447192	0.0639685	224	1	0	1
1.314708	103.9340	469338	1195000	128	16	9.7974414	0.1796501	0.7812699	4.5737488	0.6641514	0.4181045	0.6513428	0.3108177	1.1142152	1.1508923	1.1102755	1.0456497	0.1256104	224	1	0	1
1.347202	103.7709	588132	1620000	143	20	11.3880271	0.2835696	1.9085178	3.5439438	1.0319827	0.6088772	0.8818916	0.4416902	1.1686150	3.6742141	1.2093404	0.7954467	0.0405819	224	1	1	0
1.314428	103.8060	268846	1950000	150	28	6.0878450	0.3955742	1.1802691	6.8882561	0.2052681	0.4053053	0.3592032	0.5195634	0.7620587	0.7620587	2.1255440	1.1410676	0.1185193	226	1	1	0
1.314893	103.8061	268847	2050000	155	28	6.1014808	0.3433280	1.2220964	6.9058531	0.1603701	0.3569299	0.3049462	0.4680037	0.7073093	0.7073093	2.1632056	1.0865209	0.0797151	226	1	1	0
1.315304	103.8062	268848	2658000	190	28	6.1234206	0.3056582	1.2501547	6.9307235	0.1210635	0.3131732	0.2630717	0.4225495	0.6626371	0.6626371	2.1866499	1.0432690	0.0563531	226	1	1	0
1.295549	103.8320	239471	2965000	130	7	2.5228067	0.1594188	0.6168427	3.3226626	0.3661282	0.3407185	0.2039546	0.4483601	0.5145937	2.4161804	0.2126292	0.1741529	0.0624377	228	0	1	0
1.295549	103.8320	239496	3180000	156	7	2.5228067	0.1594188	0.6168427	3.3226626	0.3661282	0.3407185	0.2039546	0.4483601	0.5145937	2.4161804	0.2126292	0.1741529	0.0624377	228	0	1	0
1.330586	103.8886	409044	1549444	85	9	6.6270802	0.0738845	0.3317031	1.4724236	0.3500179	0.2729305	0.5015668	0.8501556	0.8601446	2.1605912	1.3688469	0.4250556	0.0725131	228	1	1	0
1.348044	103.8433	579800	1234000	111	12	7.1701961	0.1795702	0.6909325	6.4526948	0.8346533	0.7806041	0.4419897	0.0740590	0.7419831	1.7429979	0.6411091	0.6411091	0.2281171	230	1	0	1
1.347736	103.8429	579801	1270000	121	12	7.1417983	0.2339890	0.7441091	6.4717529	0.8182499	0.7620955	0.4121059	0.1238380	0.7735330	1.7518445	0.6938710	0.6938710	0.1736329	230	1	0	1
1.342558	103.9550	529869	1360000	135	14	13.2344421	0.2227239	0.3529587	7.4172361	1.2064050	0.2310321	0.1783996	0.2115116	0.4459625	1.4627234	0.2293540	0.2588179	0.0415520	230	1	0	1
1.342005	103.9549	529870	892500	90	14	13.1928344	0.2229040	0.3550552	7.3826117	1.2127138	0.2882857	0.1963099	0.1527461	0.4009205	1.4863823	0.2321425	0.2534696	0.0865002	230	1	0	1
1.342642	103.9545	529871	1214000	90	14	13.1875063	0.1630654	0.4125702	7.3656224	1.1470156	0.2664832	0.1199254	0.2334782	0.4062013	1.4082934	0.1694725	0.1997640	0.1003929	230	1	0	1
1.293869	103.8331	239432	3240000	222	5	2.3182866	0.1528475	0.5836874	3.1037741	0.2744291	0.5424227	0.1033749	0.2332072	0.3515737	2.2968518	0.1320515	0.1166001	0.0438518	231	0	1	0
1.294410	103.8325	239434	3800000	167	5	2.4097584	0.1055931	0.5624031	3.1971003	0.2711615	0.4496990	0.1255639	0.3253599	0.4267666	2.3214973	0.1039958	0.0649447	0.0803298	231	0	1	0
1.294373	103.8325	239435	3874000	130	5	2.4086509	0.1021575	0.5588690	3.1952441	0.2670743	0.4511194	0.1276290	0.3240205	0.4272574	2.3172508	0.0999577	0.0612247	0.0831545	231	0	1	0
1.337160	103.9325	479241	1107500	131	9	10.7771053	0.4680422	0.4479810	4.8752529	0.5116258	0.3801791	0.0751425	0.6644092	0.3520713	1.5460600	1.3964897	0.7768052	0.0873654	232	0	0	1
1.337732	103.9325	479243	1427500	270	9	10.8175705	0.5126456	0.5066730	4.9091368	0.5720924	0.3901828	0.1333773	0.6531393	0.4155404	1.6005177	1.4600982	0.8251332	0.1134910	232	0	0	1
1.336166	103.7822	596288	1950000	134	15	9.6397498	0.1734039	1.6203186	4.4584599	0.7832820	0.4898335	0.1942215	0.3278783	0.3582481	2.1511008	0.5003010	0.1604392	0.0459509	232	1	1	0
1.285076	103.8288	169277	2425000	165	8	2.5289800	0.1942949	0.1944865	3.0507761	0.3352549	0.1901678	0.2293822	0.1923536	0.2908921	1.2069086	0.2340608	0.0727417	0.0852747	234	0	1	0
1.284602	103.8285	169278	2950000	197	8	2.5595181	0.2216788	0.2081154	3.0650685	0.3952959	0.1335600	0.2346851	0.1879275	0.2529693	1.1454620	0.2520680	0.1011824	0.1228650	234	0	1	0
1.297807	103.7662	128041	985000	113	17	9.6155495	0.5071715	0.8098142	4.7354735	0.6995156	0.5633773	1.9398369	0.2039190	1.9391858	2.9103275	0.6476927	0.5689494	0.1440286	234	1	0	1
1.297726	103.7660	128044	1050000	113	17	9.6319149	0.5254769	0.8193468	4.7328351	0.7028523	0.5713658	1.9478512	0.2237069	1.9374024	2.9292510	0.6571530	0.5873221	0.1520065	234	1	0	1
1.315303	103.8446	307462	2750000	125	3	3.5636853	0.3479515	0.6187571	4.4922829	0.6362529	0.0573204	0.5331577	0.1238157	0.3082836	2.7009732	0.2623701	0.2623701	0.1284195	235	0	1	0
1.315172	103.8443	307464	4050000	182	3	3.5553022	0.3475624	0.6441901	4.4849329	0.6401313	0.0340514	0.5442417	0.1213924	0.3329326	2.7253909	0.2660096	0.2660096	0.1505629	235	0	1	0
1.296362	103.8929	437918	1620000	81	1	4.8116858	0.3223261	1.2779495	2.4071990	1.1985511	0.4527941	0.5701478	0.2855756	1.1706088	1.1706088	1.3872281	1.3872281	0.1189833	239	1	1	0
1.297318	103.8926	437986	2501000	191	1	4.8131894	0.2812502	1.2006783	2.3015202	1.1158155	0.3479350	0.5475103	0.2260671	1.1179703	1.1179703	1.3536992	1.3536992	0.0500749	239	1	1	0
1.315386	103.7786	276952	2458800	137	10	8.8294641	0.3141101	1.0285437	4.4929952	0.8757098	0.2231342	0.4510000	0.2332048	0.6397728	0.6397728	1.4503313	0.8068043	0.0495894	239	0	1	0
1.314687	103.7783	276953	2230000	136	10	8.8274213	0.3952797	1.0322926	4.5001463	0.8385382	0.2049966	0.3753875	0.2255669	0.6926924	0.6926924	1.4250562	0.7725246	0.0885370	239	0	1	0
1.314441	103.7779	276954	2550000	139	10	8.8601899	0.4320626	1.0700501	4.4710640	0.7910254	0.2414331	0.3565810	0.2657856	0.7461891	0.7461891	1.4463580	0.7262572	0.1175671	239	0	1	0
1.307383	103.8390	229809	4840000	124	4	2.9485686	0.3494131	1.0384434	3.8848967	0.5349962	0.7732410	0.5889025	0.7279951	0.3510577	3.7474391	0.5297557	0.7100830	0.4983913	240	0	1	0
1.336437	103.8686	357905	1560000	112	8	6.1286263	0.2247721	0.6739248	3.3993230	1.2924210	0.4739865	0.4068790	0.8965211	0.6661462	1.5336116	1.6109696	0.4386238	0.1830328	240	0	1	0
1.335766	103.8691	357907	1465000	111	8	6.0777944	0.1575182	0.5814383	3.3049107	1.3500776	0.4572476	0.4385084	0.8000849	0.6462852	1.6023197	1.6683141	0.3976566	0.1364472	240	0	1	0
1.333822	103.7864	589650	1315000	88	9	9.1160158	0.2180885	1.0918364	4.9064157	1.3116222	0.5170476	0.3417056	0.3826884	0.4341606	1.8970888	1.0262866	0.4396805	0.0860747	242	0	1	0
1.333821	103.7863	589651	1980000	128	9	9.1183362	0.2207410	1.0943933	4.9034095	1.3090338	0.5198195	0.3393667	0.3816560	0.4312063	1.8965866	1.0238395	0.4376557	0.0878540	242	0	1	0
1.334162	103.7868	589652	1850000	125	9	9.1034624	0.1606187	1.0729574	4.9519852	1.3342061	0.4911483	0.3597102	0.3691589	0.4870000	1.9407746	1.0445110	0.4481258	0.0342575	242	0	1	0
1.334192	103.7868	589653	2095000	139	9	9.1025971	0.1558435	1.0716687	4.9557345	1.3360477	0.4893875	0.3614577	0.3682387	0.4914516	1.9446233	1.0460149	0.4490040	0.0308614	242	0	1	0
1.333671	103.7866	589655	2125000	140	9	9.0823233	0.2031746	1.0578219	4.9357845	1.3456312	0.4834567	0.3754793	0.4099980	0.4598808	1.8846314	1.0602267	0.4724850	0.0903985	242	0	1	0
1.341225	103.9554	529874	1267600	125	13	13.1996292	0.3115254	0.3027778	7.4041771	1.2956110	0.3426184	0.2953866	0.0669715	0.4176800	1.5824501	0.3221566	0.3362961	0.1244959	242	1	0	1
1.341225	103.9554	529878	1350000	142	13	13.2024579	0.3142715	0.2996035	7.4072039	1.2985994	0.3416510	0.2976995	0.0681669	0.4207776	1.5850347	0.3248683	0.3391909	0.1232321	242	1	0	1
1.341234	103.9554	529880	1498888	160	13	13.2020661	0.3128899	0.3004073	7.4066150	1.2972911	0.3409847	0.2962777	0.0687174	0.4201003	1.5836281	0.3234803	0.3378475	0.1226865	242	1	0	1
1.316246	103.9414	466503	1535000	155	23	10.6283216	0.1924387	0.7323564	5.3845742	0.8073200	0.3149066	0.3598090	0.3374396	0.4802990	0.4802990	1.0035763	0.8869787	0.1461856	242	1	1	0
1.316803	103.9415	466504	1309888	115	23	10.6605131	0.1303034	0.6967629	5.3945241	0.7829269	0.3633951	0.4221669	0.2758147	0.4543986	0.4543986	0.9463818	0.8248940	0.2080461	242	1	1	0
1.316341	103.9407	466502	1440000	116	24	10.5589249	0.2207684	0.6739591	5.3066819	0.7391583	0.2620350	0.3751454	0.3041420	0.5524253	0.5524253	0.9786109	0.8823515	0.1457801	242	1	1	0
1.316722	103.9408	466506	1367500	115	24	10.5854111	0.1805632	0.6497588	5.3181252	0.7239218	0.2891681	0.4151887	0.2739561	0.5314923	0.5314923	0.9389566	0.8388863	0.1869013	242	1	1	0
1.294601	103.8283	248348	1802500	80	0	2.8360448	0.0986006	0.3950665	3.5816609	0.4079234	0.2173554	0.5883647	0.5773865	0.6449046	2.1974201	0.4223050	0.2300748	0.0325922	248	1	0	0
1.310501	103.8008	278743	1900000	92	3	6.3615768	0.1738939	0.4744164	6.9790553	0.3920414	0.5010876	0.5235097	0.6006106	1.1882281	1.4180067	1.4341469	0.6071953	0.0852035	248	0	1	0
1.310575	103.7999	278745	3900000	185	3	6.4584410	0.0757631	0.3789715	6.8783274	0.4010094	0.4822051	0.4185359	0.4968768	1.1927573	1.4745323	1.3364332	0.5025724	0.1554832	248	0	1	0
1.309895	103.7999	278746	3100000	92	3	6.4200008	0.0819540	0.3602976	6.9105581	0.3256521	0.4086417	0.4406334	0.5258488	1.1172483	1.5312849	1.3195928	0.5103145	0.1977995	248	0	1	0
1.305608	103.8381	229811	3455000	159	11	2.8243506	0.3850131	1.0461971	3.7550111	0.7433301	0.9887455	0.5732040	0.9405800	0.5577115	3.7128779	0.3122641	0.5122385	0.3843793	248	0	1	0
1.305543	103.8387	229813	3219444	184	11	2.7850449	0.4368363	0.9829482	3.7176866	0.7410555	0.9782429	0.5627413	0.8997686	0.5247129	3.7337762	0.3332738	0.5584944	0.4043396	248	0	1	0
1.305844	103.8389	229814	1794000	112	11	2.8062621	0.4662447	0.9796417	3.7399271	0.7063539	0.9421980	0.5964192	0.8734838	0.4886176	3.7704399	0.3697429	0.5904731	0.4409116	248	0	1	0
1.428819	103.7822	738207	1175000	141	16	17.8257159	0.1719790	0.7774384	1.0333758	1.7207387	0.7705475	0.9965754	0.9176184	0.4849133	6.4220185	0.8989954	0.1207692	0.1700506	248	1	0	1
1.429066	103.7820	738209	1250000	183	16	17.8621989	0.1670757	0.7388634	1.0221215	1.6857841	0.7673077	0.9605859	0.8823234	0.4508186	6.4442162	0.8895520	0.1005920	0.1344977	248	1	0	1
1.429066	103.7820	738210	1438000	191	16	17.8621989	0.1670757	0.7388634	1.0221215	1.6857841	0.7673077	0.9605859	0.8823234	0.4508186	6.4442162	0.8895520	0.1005920	0.1344977	248	1	0	1
1.429066	103.7820	738211	1042500	150	16	17.8621989	0.1670757	0.7388634	1.0221215	1.6857841	0.7673077	0.9605859	0.8823234	0.4508186	6.4442162	0.8895520	0.1005920	0.1344977	248	1	0	1
1.291701	103.8340	239426	2290000	114	19	2.1231311	0.3431622	0.5970071	2.8770878	0.3229719	0.5972038	0.3343151	0.1639242	0.3510313	2.1325418	0.3132805	0.3322432	0.1178752	248	1	1	0
1.246774	103.8444	98449	3850000	244	6	4.1967991	2.9241420	3.2007464	3.4486156	3.3135909	0.2965658	3.3259119	1.2947782	3.2375793	3.8820523	2.9571273	0.5094284	2.4766392	249	0	0	1
1.245420	103.8436	98450	3550000	188	6	4.3618434	3.0729453	3.3467410	3.6207340	3.4612592	0.3183869	3.4341783	1.1248410	3.3741534	3.9545456	2.9959782	0.4562676	2.4598788	249	0	0	1
1.245531	103.8437	98451	3227500	219	6	4.3469711	3.0607040	3.3349318	3.6043460	3.4492087	0.3172087	3.4367499	1.1436459	3.3636888	3.9521362	2.9972258	0.4646421	2.4668316	249	0	0	1
1.304950	103.8371	229658	1935000	93	2	2.8269322	0.2471154	1.1408120	3.7512090	0.8432844	0.9682336	0.5278571	0.9804999	0.6902307	3.5982340	0.2024031	0.3762672	0.2886877	250	1	1	0
1.304789	103.8379	229660	3800000	169	2	2.7621326	0.3188662	1.0491993	3.6897199	0.8377499	1.0451845	0.4871224	0.9012902	0.6458198	3.6190420	0.2176515	0.4359223	0.2897513	250	1	1	0
1.327827	103.9115	417455	1160000	113	9	8.2674642	0.2762587	0.7216144	2.3244797	0.6570305	0.3469413	0.7742786	0.3653810	0.3516159	1.8107906	2.3264983	0.4526186	0.0761049	250	0	1	0
1.328097	103.9118	417456	1145000	113	9	8.3109220	0.3036728	0.6819157	2.3667309	0.6163659	0.3571105	0.7983001	0.3396855	0.3252855	1.7917916	2.3175252	0.4881454	0.0613055	250	0	1	0
1.328281	103.9121	417471	1205500	113	9	8.3515440	0.3253736	0.6420961	2.4075645	0.5836768	0.3620403	0.8141013	0.3114950	0.3131471	1.7667779	2.2862339	0.5166605	0.0646505	250	0	1	0
1.328377	103.9124	417472	1490000	144	9	8.3815638	0.3398270	0.6108985	2.4385023	0.5632855	0.3634415	0.8222387	0.2878734	0.3126921	1.7439465	2.2593038	0.5355656	0.0779949	250	0	1	0
1.324291	103.8045	269197	1758000	87	17	6.8840028	0.4508047	1.1845612	6.9895169	0.9019739	0.5024264	0.3473028	0.1121459	0.5525794	0.5525794	2.6327002	0.6440083	0.3377184	251	0	0	1
1.324173	103.8052	269198	2185000	162	17	6.8101616	0.4383589	1.2680933	7.0766795	0.8805482	0.5640869	0.2979487	0.0290642	0.4823727	0.4823727	2.6824118	0.5570456	0.3013659	251	0	0	1
1.324660	103.8049	269199	2030000	147	17	6.8738064	0.4101800	1.2120400	7.0322660	0.9369866	0.4986789	0.2836376	0.0754351	0.5475778	0.5475778	2.6958557	0.6006455	0.2821430	251	0	0	1
1.324832	103.8042	269200	1345000	101	17	6.9458289	0.4020052	1.1321608	6.9516338	0.9658561	0.4358610	0.3372770	0.1542970	0.6155672	0.6155672	2.6572182	0.6815153	0.2992291	251	0	0	1
1.325030	103.8035	269201	2200000	175	17	7.0209375	0.3189622	1.0500517	6.8693099	1.0035985	0.3768400	0.4004504	0.2369103	0.6893056	0.6893056	2.6218857	0.7642587	0.3345876	251	0	0	1
1.325163	103.8029	269203	1730000	127	17	7.0802659	0.2522689	0.9845727	6.8026160	1.0352670	0.3393501	0.4575814	0.3034327	0.7488932	0.7488932	2.5922194	0.8162218	0.3765215	251	0	0	1
1.324708	103.8030	269204	1950000	171	17	7.0385794	0.2831768	1.0177490	6.8212244	0.9835051	0.3911525	0.4633113	0.2794711	0.7087064	0.7087064	2.5603910	0.8115060	0.3981260	251	0	0	1
1.389729	103.8567	806746	1210000	189	17	11.7521600	0.3100336	2.5117407	5.3706364	1.8975942	0.3100336	1.5807541	0.1721505	1.5703494	1.5703494	1.3623299	1.3526321	0.1802205	252	1	0	1
1.389729	103.8567	806747	940000	119	17	11.7521600	0.3100336	2.5117407	5.3706364	1.8975942	0.3100336	1.5807541	0.1721505	1.5703494	1.5703494	1.3623299	1.3526321	0.1802205	252	1	0	1
1.389729	103.8567	806748	1035000	135	17	11.7521600	0.3100336	2.5117407	5.3706364	1.8975942	0.3100336	1.5807541	0.1721505	1.5703494	1.5703494	1.3623299	1.3526321	0.1802205	252	1	0	1
1.316962	103.7749	597593	1292500	131	19	9.2696603	0.4605929	0.7001003	4.0532975	0.5457434	0.6529425	0.7494507	0.6689819	0.8240122	1.0222512	1.2128257	0.4713180	0.2217791	254	1	0	1
1.316510	103.7754	597594	1070000	86	19	9.2021326	0.4306127	0.7668724	4.1221576	0.5679990	0.5829211	0.6791610	0.5998131	0.8717448	0.9710547	1.2560186	0.4936960	0.1709919	254	1	0	1
1.316702	103.7760	597595	1250000	89	19	9.1526777	0.3647229	0.8179970	4.1692278	0.6341794	0.5403535	0.6669246	0.5547697	0.9074320	0.9074320	1.3214099	0.5599443	0.1059110	254	1	0	1
1.344351	103.9643	486843	990000	113	17	14.2359648	0.1705566	0.7520235	8.4536844	2.1948062	0.3303444	0.4403954	0.3502597	1.0515679	2.2400622	1.1543138	1.0556949	0.2563921	256	1	1	0
1.344959	103.9632	486850	960000	93	17	14.1600156	0.2355583	0.6742661	8.3625188	2.0688818	0.2472475	0.4189237	0.2734471	0.9592784	2.1029484	1.1630582	1.0237350	0.1790127	256	1	1	0
1.326670	103.8116	288408	1347500	84	18	6.4895018	0.1063006	1.8809699	7.3762666	0.3907431	0.4061816	0.5359255	0.2245350	0.7449506	0.7449506	2.7705823	0.3563407	0.2409471	256	1	1	0
1.244021	103.8428	98529	4590000	259	5	4.5305826	3.2292352	3.5005446	3.7945798	3.6163694	0.4272787	3.4803732	0.9611172	3.5200713	4.0426309	3.0545666	0.4778206	2.4663778	264	0	0	1
1.243254	103.8420	98530	3500000	193	5	4.6353721	3.3182470	3.5865154	3.9092609	3.7037440	0.4998236	3.4716026	0.8305670	3.5974838	4.0665247	3.0561719	0.4866663	2.4304555	264	0	0	1
1.243229	103.8420	98532	2698000	176	5	4.6374646	3.3208716	3.5892289	3.9108811	3.7064196	0.5026245	3.4754531	0.8308900	3.6004148	4.0702494	3.0600068	0.4903891	2.4342325	264	0	0	1
1.244311	103.8427	98535	1850000	113	5	4.5027981	3.1975559	3.4683248	3.7704055	3.5844070	0.3920496	3.4457118	0.9690596	3.4865239	4.0062835	3.0191516	0.4430754	2.4349874	264	0	0	1
1.294942	103.8313	239403	2350000	83	20	2.5535269	0.1360362	0.5193069	3.3364131	0.2886414	0.3079421	0.2551744	0.4671287	0.5665587	2.3271312	0.1628428	0.1374224	0.0843022	264	0	1	0
1.276631	103.8246	99309	2150000	179	29	3.0963445	0.2701896	0.3617566	3.3468824	0.4051901	0.3702818	1.0806897	0.7256198	0.1630632	0.1630632	1.1296697	1.0441445	0.1281673	264	1	1	0
1.276016	103.8241	99310	2030000	184	29	3.1658431	0.2746937	0.2759385	3.3994290	0.4478422	0.3221930	1.1603349	0.6619758	0.0856864	0.0856864	1.2096944	1.0528423	0.0971466	264	1	1	0
1.282407	103.8463	69415	1690000	77	16	0.5963565	0.1359427	0.3510815	1.1635521	0.2900074	0.8612568	0.2153476	0.2195020	1.0301090	2.5950585	0.1375989	0.1375989	0.1265153	265	0	0	0
1.328240	103.9517	489929	1240000	140	17	12.1865711	0.1480433	1.2302961	6.6235694	0.9726346	0.5594123	0.5751088	0.1833590	1.3230306	1.3747819	1.3950342	0.5575621	0.1429277	268	1	0	1
1.353445	103.7605	669587	1220000	126	13	12.7298521	0.1257458	0.9117833	3.0271824	2.3252980	0.4789437	1.1313243	0.2219428	0.6997410	4.6925447	0.9850591	0.7212750	0.0657503	270	1	1	0
1.353187	103.7611	669626	1210000	117	13	12.6548968	0.2033669	0.9562468	3.0551154	2.2524198	0.4994000	1.2079839	0.2413447	0.7751710	4.7591698	0.9376174	0.7388157	0.1211746	270	1	1	0
1.333794	103.8088	289850	2000000	183	35	7.2895575	0.7033998	1.6381908	7.4022860	1.2221930	0.8082909	0.8561631	0.2329170	1.4276201	1.4276201	3.3877362	0.3483634	0.7778312	272	1	0	1
1.334402	103.8087	289851	1512500	167	35	7.3501367	0.7645729	1.6482492	7.3889733	1.2883732	0.8102081	0.9182830	0.3015031	1.4943782	1.4943782	3.3524855	0.3937486	0.8290208	272	1	0	1
1.335024	103.8084	289852	1630000	159	35	7.4234542	0.8249146	1.6455637	7.3586257	1.3643316	0.8019868	0.9795570	0.3267517	1.5624606	1.5624606	3.3306400	0.4389516	0.8588722	272	1	0	1
1.335792	103.8084	289853	1680000	159	35	7.4877920	0.9089581	1.6835495	7.3629914	1.4396892	0.8380943	1.0637812	0.3253272	1.6476799	1.6476799	3.2743224	0.5181783	0.9238990	272	1	0	1
1.331265	103.8406	297724	4577500	262	5	5.3882297	0.2718934	0.2294258	6.0126857	0.8855857	0.2320765	0.6200943	0.7509367	0.2502628	1.7204148	1.2307808	0.7437534	0.1499071	273	0	1	0
1.330615	103.8406	297726	3550000	211	5	5.3188567	0.3286335	0.2271276	5.9991357	0.9497710	0.2116555	0.5861961	0.6841708	0.3136359	1.7533980	1.1641329	0.7691080	0.1018138	273	0	1	0
1.331673	103.8416	297727	2920000	172	5	5.4080313	0.3315389	0.1210251	5.9131187	0.7911295	0.1790781	0.5726851	0.7146962	0.1619414	1.5973874	1.2424658	0.6216232	0.2645827	273	0	1	0
1.299708	103.8153	248479	1990000	96	26	4.3909061	0.2030673	1.3936341	5.1076015	1.3661866	0.1444651	0.8498009	1.2629087	0.9196358	2.4857432	1.1203199	0.7169535	0.2122275	274	0	1	0
1.300233	103.8155	248480	2400000	124	26	4.3890796	0.2571924	1.4422631	5.1139886	1.4162537	0.2090153	0.7853198	1.2026900	0.9713263	2.4398244	1.0669848	0.7773183	0.2068888	274	0	1	0
1.299617	103.8170	248469	1825000	95	27	4.2128713	0.2393003	1.4591117	4.9398442	1.3214723	0.2802294	0.7882227	1.2708815	1.0895250	2.5621341	0.9685556	0.8606064	0.0382079	274	0	1	0
1.293005	103.8249	249099	1613700	92	6	3.1203086	0.4145081	0.4723783	3.8056504	0.5367062	0.2404629	0.8011259	0.6058771	0.2443956	1.9725723	0.7670549	0.2245138	0.1717968	275	0	1	0
1.292333	103.8246	249103	2125000	139	6	3.1298689	0.3735437	0.4760808	3.7996997	0.4943516	0.2867277	0.7413454	0.5271305	0.1661057	1.8967770	0.7102704	0.2705835	0.1672795	275	0	1	0
1.292624	103.8244	249105	1705000	99	6	3.1589894	0.4113412	0.5056699	3.8329585	0.5323321	0.2992201	0.7787938	0.5572375	0.1777823	1.9286179	0.7480666	0.2830237	0.1933694	275	0	1	0
1.292588	103.8244	249107	2039888	122	6	3.1649197	0.4131492	0.5113871	3.8376360	0.5338149	0.3073092	0.7778055	0.5526723	0.1702847	1.9244733	0.7475315	0.2911079	0.1881645	275	0	1	0
1.317249	103.7615	128803	869800	76	18	10.6676290	0.2451164	0.5954910	2.7741234	0.5475729	0.3617332	0.4591786	0.4781006	0.2490858	2.5147310	0.3945181	0.3945181	0.0420358	276	1	0	1
1.317265	103.7610	128805	850000	75	18	10.7231767	0.2012339	0.6436489	2.7280156	0.5861942	0.4201724	0.5120759	0.4373970	0.2660214	2.5732914	0.4417466	0.4417466	0.0753845	276	1	0	1
1.318146	103.8305	258709	3103000	154	1	4.4571465	0.2201144	1.8823000	5.3869296	1.1955131	0.4626495	0.5047080	0.4482247	0.4392004	2.5028081	1.2292457	0.3915505	0.1749005	278	0	1	0
1.317258	103.8300	258710	2030000	93	1	4.4027690	0.3255679	1.9902951	5.3296177	1.1915074	0.5458756	0.5066075	0.5582186	0.4939004	2.4634055	1.1233206	0.4026535	0.2248066	278	0	1	0
1.316283	103.7535	127466	1380000	117	10	11.4768773	0.0601165	0.8580633	2.2477773	0.7858035	0.9996576	1.3021810	0.3279913	0.5579303	3.4094458	1.2039067	0.7967835	0.1662411	280	0	0	0
1.316348	103.7531	127468	1615000	151	10	11.5264934	0.0892113	0.8158906	2.2144152	0.8297762	0.9542154	1.3524804	0.3781359	0.5984249	3.4591664	1.2542741	0.8402632	0.1237974	280	0	0	0
1.316562	103.7527	127470	1630000	158	10	11.5661562	0.1298748	0.7748284	2.1761395	0.8711839	0.9127941	1.3885572	0.4169253	0.6394420	3.4927914	1.2910516	0.8816420	0.1128420	280	0	0	0
1.317030	103.7530	127472	1240000	95	10	11.5522231	0.1549180	0.7653893	2.1500555	0.8784949	0.9118236	1.3632911	0.4042386	0.6539601	3.4607277	1.2678814	0.8900404	0.1733408	280	0	0	0
1.317246	103.7534	127474	1542500	116	10	11.5164266	0.1669226	0.7879706	2.1562628	0.8605017	0.9401234	1.3217122	0.3741344	0.6430300	3.4150845	1.2275954	0.8728875	0.2212761	280	0	0	0
1.349274	103.7491	658074	1275000	137	11	13.5058688	0.2543538	0.5307322	1.9428794	1.4141822	0.6087926	0.0669373	1.1888543	0.6351436	3.3727947	0.0419188	0.0419188	0.1604132	280	0	0	1
1.289576	103.8296	169586	1145000	94	22	2.5104655	0.1629700	0.1939073	3.1644950	0.1781482	0.1952456	0.4715512	0.2766242	0.6724156	1.7035370	0.4368977	0.3146671	0.1490823	280	1	0	1
1.290080	103.8299	169588	1390000	115	22	2.4961410	0.1299451	0.1712043	3.1651131	0.2357195	0.1723432	0.4711045	0.2264495	0.7194050	1.7664352	0.4575220	0.3445490	0.1355569	280	1	0	1
1.322407	103.9444	469296	1281500	224	30	11.1865151	0.1961169	0.4645925	5.7357980	0.4118818	0.2697393	0.5918219	0.2848524	0.5583602	0.5583602	0.6328990	0.3675886	0.0595270	280	1	0	1
1.322478	103.9456	469297	1570000	211	30	11.3208454	0.1020757	0.5789912	5.8779132	0.5376575	0.2019384	0.5403599	0.1864416	0.5523757	0.5523757	0.7584043	0.4890012	0.1519031	280	1	0	1
1.321473	103.9444	469298	1550000	224	30	11.1464375	0.0964991	0.5342092	5.7270107	0.4700555	0.2123639	0.6878048	0.3586332	0.4581740	0.4581740	0.6864574	0.4328388	0.1265493	280	1	0	1
1.327935	103.8432	329425	1350000	84	2	4.9680495	0.2742671	0.2432871	5.6531801	1.1402608	0.2722394	0.7028110	0.3470957	0.2776323	1.6660017	0.8027497	0.4867374	0.1530010	282	0	1	0
1.328001	103.8432	329426	1800000	112	2	4.9752955	0.2769827	0.2362014	5.6549816	1.1331054	0.2651588	0.6968373	0.3542677	0.2841096	1.6617277	0.8100313	0.4874230	0.1598410	282	0	1	0
1.332005	103.9421	486060	1140000	149	11	11.4118509	0.1323675	0.2022268	5.6790971	0.3776514	0.5338993	0.7246346	0.2271909	0.2776882	0.9054946	0.8301913	0.4411984	0.2257732	288	1	0	1
1.332466	103.9423	486061	984000	111	11	11.4548315	0.1199323	0.2148416	5.7138978	0.4016750	0.5414896	0.7487734	0.1862142	0.2435184	0.9609249	0.8856807	0.4518011	0.1796911	288	1	0	1
1.327117	103.9428	466665	840000	88	21	11.2348308	0.1532596	0.3009200	5.6278657	0.3714345	0.4437919	0.4247435	0.4972164	0.5401553	0.5401553	0.4451732	0.3443992	0.1469978	288	1	0	1
1.294556	103.8352	238359	6500000	319	29	2.1625957	0.3879903	0.8176256	2.9843545	0.5057797	0.7127225	0.1762841	0.1916994	0.1450118	2.4700663	0.3700966	0.3479457	0.1636350	288	1	1	0
1.317040	103.7785	276693	3025000	202	3	8.9117927	0.1361513	1.0770673	4.4074166	0.9087681	0.3797161	0.6346341	0.3373421	0.6275126	0.6275126	1.5826773	0.8238157	0.1770139	289	1	1	0
1.316272	103.7781	276697	2875000	196	3	8.9191770	0.2322824	1.0549330	4.4008720	0.8400969	0.3329471	0.5528528	0.3394986	0.6765770	0.6765770	1.5478854	0.7680987	0.0893927	289	1	1	0
1.317386	103.7777	276698	1877500	94	3	9.0075161	0.1602099	0.9832549	4.3116872	0.8407813	0.4569803	0.6809544	0.4330118	0.7172092	0.7172092	1.5235358	0.7666125	0.1108841	289	1	1	0
1.363372	103.8313	579981	1820000	146	31	9.0945119	0.2199540	1.3286766	8.5112619	0.9527811	0.4783397	0.1447650	0.2851697	1.1117783	1.1410970	0.9630623	0.7621588	0.2348160	290	1	1	0
1.388553	103.8517	809694	1330000	115	22	11.6072638	0.2517037	2.1454005	5.9421440	1.4876733	0.3384270	1.0606473	0.1839259	1.5252848	1.5252848	1.8972274	1.3311111	0.4195823	292	1	0	0
1.388495	103.8537	809688	1160000	115	23	11.6034437	0.2251821	2.2290944	5.7319551	1.6740327	0.2251821	1.2275050	0.2404740	1.4600365	1.4600365	1.6736981	1.2529256	0.3846357	292	1	0	0
1.387975	103.8541	809689	1330000	153	23	11.5469179	0.2800712	2.2001584	5.7047312	1.6870991	0.2800712	1.2347853	0.2250491	1.3944612	1.3944612	1.6206544	1.1855372	0.4378385	292	1	0	0
1.387969	103.8536	809690	1380000	153	23	11.5449232	0.2841216	2.1731548	5.7589793	1.6384278	0.2841216	1.1867809	0.2819888	1.4045244	1.4045244	1.6778427	1.1985516	0.4421013	292	1	0	0
1.296315	103.8258	248730	5375000	295	25	3.1728326	0.2696283	0.6681382	3.9223538	0.7482188	0.3729880	0.7205911	0.9120577	0.6094096	2.3448872	0.7525207	0.3859341	0.3184967	292	1	1	0
1.295781	103.8265	248741	3900000	210	28	3.0734077	0.1738887	0.5779919	3.8212952	0.6471461	0.3038985	0.7985165	0.8117496	0.5968842	2.2938520	0.6542336	0.3077624	0.2457737	292	1	1	0
1.298243	103.7646	126793	1200000	117	1	9.7954570	0.4891558	0.7846999	4.5990568	0.6189968	0.5308861	1.8892160	0.2924669	1.8101821	2.9992325	0.6264875	0.4850127	0.0841283	295	0	0	1
1.298076	103.7643	126794	1510000	121	1	9.8252090	0.5104058	0.8111887	4.5969008	0.6363150	0.5578810	1.9090985	0.2579953	1.8113783	3.0360484	0.6544098	0.4980864	0.0594736	295	0	0	1
1.304316	103.8490	228490	1045000	51	7	2.2777904	0.1247040	0.2704454	3.1933151	0.2730423	0.5946287	0.2375913	0.1729574	0.3294919	3.7239936	0.2652794	0.2652464	0.1638376	295	0	1	0
1.304443	103.8489	228491	1660000	93	7	2.2929626	0.1219238	0.2721552	3.2090711	0.2693530	0.5876466	0.2277567	0.1620245	0.3223356	3.7118619	0.2687361	0.2687075	0.1809382	295	0	1	0
1.303558	103.8487	228492	1900000	55	7	2.1984004	0.0927664	0.1987964	3.1173692	0.3583939	0.6831167	0.3272205	0.1751437	0.2960705	3.8122505	0.3351917	0.3351461	0.1442880	295	0	1	0
1.303583	103.8488	228493	1535000	84	7	2.2006894	0.0947636	0.2030078	3.1193736	0.3541929	0.6790750	0.3235227	0.1762229	0.2991024	3.8089281	0.3308603	0.3308147	0.1418776	295	0	1	0
1.303497	103.8491	228495	1638000	84	7	2.1857271	0.1385965	0.2392783	3.1011855	0.3392537	0.6679678	0.3218973	0.2176859	0.3430562	3.7662507	0.3033359	0.3032837	0.0978779	295	0	1	0
1.347761	103.9629	486069	1375000	189	13	14.2785423	0.1012714	0.6709092	8.4437526	2.0434455	0.4865363	0.6985860	0.0816410	0.6465852	1.8832444	1.2302617	0.7169741	0.0944692	295	0	1	0
1.342956	103.9632	486828	863000	78	18	14.0540343	0.1009986	0.5853947	8.2846576	2.0876239	0.2096773	0.2457453	0.3603838	1.1789345	2.2535184	0.9878848	0.9035199	0.1270517	297	1	1	0
1.309495	103.9186	458968	2325000	196	31	7.9927633	0.4737354	0.4974096	3.0023798	0.5253770	0.2871952	0.4930050	0.1422112	0.4347728	1.6665681	1.6171988	0.6366790	0.1340285	298	1	1	0
1.308258	103.9190	458970	2125000	196	31	7.9894930	0.4814942	0.3790219	3.0926879	0.4609830	0.3610215	0.4717880	0.0472172	0.3136905	1.7599183	1.6315118	0.5459805	0.1755696	298	1	1	0
1.359303	103.9655	507009	1075000	118	12	15.2012844	0.2010583	0.6743134	8.6761623	2.7761879	0.5866563	1.3025762	0.3036189	0.7666145	1.4817719	2.2817857	0.8215190	0.3037361	299	1	1	0
1.358662	103.9653	507012	950000	120	12	15.1394603	0.2643667	0.5983916	8.6961559	2.7148819	0.5134241	1.2595828	0.3768517	0.6922195	1.5453647	2.2292722	0.7509413	0.3550029	299	1	1	0
1.359307	103.9647	507013	815000	104	12	15.1267785	0.1920560	0.6416178	8.6034993	2.7018113	0.5394681	1.2162653	0.3369647	0.7225278	1.4634261	2.2133623	0.7647835	0.2670878	299	1	1	0
1.357877	103.7627	669592	1127500	99	16	12.8374369	0.1418449	1.4268245	3.5653754	2.5221611	0.6795206	0.7815193	0.2201065	1.0356476	5.0461910	0.6071562	0.5777202	0.0385688	299	1	1	0
1.358668	103.7622	669610	1200000	115	16	12.9375538	0.0402466	1.4534325	3.5978367	2.6267996	0.7112721	0.7620580	0.2008369	1.0235534	5.0144527	0.5750361	0.6012645	0.0296047	299	1	1	0
1.341500	103.9537	529901	1265000	87	1	13.0511405	0.1547809	0.4852526	7.2401904	1.1119018	0.3225131	0.1778766	0.1881765	0.2602952	1.4172835	0.1671305	0.1649611	0.0613937	301	1	0	1
1.293840	103.8386	237988	1311200	55	4	1.8010586	0.3490164	0.7217232	2.6568276	0.6388640	0.9462382	0.5698928	0.4240479	0.2611926	2.6203929	0.4036513	0.4163278	0.2387006	302	0	1	0
1.294161	103.8380	237990	3605000	160	4	1.8746937	0.4229621	0.7672803	2.7272910	0.6905992	0.9620138	0.5000464	0.3737022	0.1977662	2.6090670	0.4781813	0.3877119	0.2469096	302	0	1	0
1.340292	103.7165	648923	1190000	206	0	16.2646637	0.3402165	0.3045165	2.9735471	0.6875107	0.4183519	0.6391840	0.0876173	0.2589300	0.7052528	1.2039456	0.7808935	0.0407650	304	1	0	1
1.341862	103.7184	648927	1180000	93	0	16.1446701	0.3605611	0.2726346	2.8318093	0.7241079	0.2896538	0.3711516	0.1999106	0.4135811	0.4835104	1.4286230	0.7906095	0.2638638	304	1	0	1
1.425631	103.8248	759075	1030000	170	14	15.9988459	0.0815288	0.5493060	4.4469507	0.7696807	0.7093221	1.1988821	0.1939874	0.6727542	2.1481807	1.3368772	1.2056824	0.1028568	304	0	0	1
1.424927	103.8250	759150	823000	110	14	15.9169382	0.1147774	0.6044258	4.4964457	0.8239551	0.7561496	1.2023008	0.2637066	0.6791770	2.1812454	1.3386552	1.2094913	0.0572649	304	0	0	1
1.424609	103.8249	759151	800000	108	14	15.8844550	0.1246953	0.6413477	4.4959396	0.8607367	0.7921598	1.2014466	0.3003525	0.7064243	2.2143384	1.3633968	1.2108843	0.0844913	304	0	0	1
1.424315	103.8245	759152	1320444	113	14	15.8603179	0.1269134	0.6892877	4.4660810	0.9091990	0.8425783	1.2121188	0.3412486	0.7592510	2.2672868	1.4152055	1.2216539	0.1231826	304	0	0	1
1.424748	103.8244	759153	792500	110	14	15.9108896	0.0757002	0.6559910	4.4339167	0.8763449	0.8138391	1.2568401	0.3012037	0.7523693	2.2470592	1.4127933	1.2663315	0.1319453	304	0	0	1
1.425720	103.8246	759155	808000	106	14	16.0126025	0.0667496	0.5531016	4.4230477	0.7732946	0.7158049	1.2163232	0.1934794	0.6901273	2.1580365	1.3545733	1.2230414	0.1264976	304	0	0	1
1.312498	103.9332	455286	900000	67	30	9.6325937	0.2781769	1.0406127	4.5140569	0.6079984	0.1586878	0.4143936	0.4225776	1.2864367	1.2864367	1.3434378	0.9176078	0.0841520	307	1	1	0
1.312149	103.9334	455287	1160000	83	30	9.6435778	0.2810092	1.0668617	4.5442381	0.5638110	0.1408921	0.4116263	0.4684514	1.3324785	1.3324785	1.3840276	0.9413164	0.0943739	307	1	1	0
1.313894	103.9346	466402	1064000	93	30	9.8340697	0.0783178	0.8395925	4.6536183	0.7361330	0.3753725	0.6357995	0.3889638	1.1738957	1.2658472	1.2126693	1.0944871	0.0713313	307	1	1	0
1.313894	103.9346	466403	1150000	99	30	9.8340697	0.0783178	0.8395925	4.6536183	0.7361330	0.3753725	0.6357995	0.3889638	1.1738957	1.2658472	1.2126693	1.0944871	0.0713313	307	1	1	0
1.314627	103.8413	307953	1615000	115	11	3.5879461	0.2373971	0.9809406	4.5259497	0.3428787	0.0779351	0.3842719	0.3254083	0.5739910	2.9378000	0.4019076	0.4019076	0.0590035	311	1	0	1
1.314808	103.8420	307990	1830000	91	11	3.5847799	0.2355305	0.9075234	4.5215131	0.4061373	0.1473562	0.4600956	0.2581164	0.5360306	2.8835871	0.3431951	0.3431951	0.1348154	311	1	0	1
1.301286	103.8467	228459	2272500	96	8	1.9953702	0.0711013	0.1713875	2.9302444	0.6926533	0.9549173	0.3201071	0.3402555	0.2938067	3.8324311	0.1970135	0.1970135	0.2574760	313	0	0	0
1.301025	103.8464	228462	2080000	128	8	1.9786408	0.0578288	0.2117357	2.9152257	0.7406375	0.9991198	0.2829315	0.3026324	0.3151229	3.7840045	0.1489932	0.1489932	0.2204530	313	0	0	0
1.285697	103.8439	228463	1395000	85	8	0.8583542	0.2154404	0.2871751	1.5994987	0.2078766	0.8911415	0.2069235	0.3110589	1.2011271	2.4926721	0.1253851	0.1253851	0.0621660	313	0	0	0
1.318719	103.7552	127712	1150000	115	7	11.3862791	0.1605874	0.8892723	2.1499536	0.8698531	1.0543179	1.1727639	0.3301134	0.7014837	3.2263623	1.0895155	0.8859745	0.1954337	315	0	1	0
1.318719	103.7552	127713	990000	84	7	11.3862791	0.1605874	0.8892723	2.1499536	0.8698531	1.0543179	1.1727639	0.3301134	0.7014837	3.2263623	1.0895155	0.8859745	0.1954337	315	0	1	0
1.318719	103.7552	127715	1356444	121	7	11.3862791	0.1605874	0.8892723	2.1499536	0.8698531	1.0543179	1.1727639	0.3301134	0.7014837	3.2263623	1.0895155	0.8859745	0.1954337	315	0	1	0
1.318719	103.7552	127716	1400000	127	7	11.3862791	0.1605874	0.8892723	2.1499536	0.8698531	1.0543179	1.1727639	0.3301134	0.7014837	3.2263623	1.0895155	0.8859745	0.1954337	315	0	1	0
1.318719	103.7552	127717	1215000	118	7	11.3862791	0.1605874	0.8892723	2.1499536	0.8698531	1.0543179	1.1727639	0.3301134	0.7014837	3.2263623	1.0895155	0.8859745	0.1954337	315	0	1	0
1.318719	103.7552	127718	1192500	121	7	11.3862791	0.1605874	0.8892723	2.1499536	0.8698531	1.0543179	1.1727639	0.3301134	0.7014837	3.2263623	1.0895155	0.8859745	0.1954337	315	0	1	0
1.349223	103.7743	587842	1280000	122	7	11.2346463	0.4468374	2.2823406	3.9838488	1.1006699	0.5342524	0.9189338	0.2197988	1.2529951	3.7527258	1.1658744	0.7906241	0.3721205	315	0	0	1
1.349083	103.7741	587843	1295000	120	7	11.2392895	0.4260734	2.2628304	3.9597801	1.0889073	0.5255536	0.9078904	0.2441543	1.2409826	3.7435255	1.1675999	0.7809039	0.3492378	315	0	0	1
1.348888	103.7740	587844	1295000	122	7	11.2361433	0.4012891	2.2484631	3.9375896	1.0705352	0.5103040	0.8902024	0.2674905	1.2223597	3.7270985	1.1777526	0.7644507	0.3300787	315	0	0	1
1.348834	103.7737	587845	1145000	88	7	11.2533275	0.3885622	2.2210274	3.9104040	1.0707755	0.5157196	0.8916144	0.2938651	1.2221308	3.7297813	1.1680308	0.7677848	0.3020608	315	0	0	1
1.348558	103.7739	587846	1204000	118	7	11.2220260	0.3627422	2.2362180	3.9105638	1.0374578	0.4815243	0.8579846	0.2986145	1.1889592	3.6959462	1.1955886	0.7337907	0.3114204	315	0	0	1
1.348126	103.7746	587848	1255000	118	7	11.1258383	0.3536751	2.3221913	3.9670567	0.9740460	0.4061809	0.7917682	0.2756273	1.1265647	3.6246568	1.1160680	0.6627586	0.2950337	315	0	0	1
1.361148	103.9634	509726	1010000	122	19	15.1236846	0.1059192	0.8163780	8.3688227	2.7106129	0.6500296	1.1600120	0.3198722	0.4785477	1.2424907	1.9731004	0.6750278	0.0888892	316	1	0	0
1.360650	103.9626	509727	1100000	140	19	15.0182022	0.1834003	0.7598801	8.3286109	2.6060213	0.5444763	1.0546648	0.4226612	0.4937662	1.2932016	1.9413996	0.7519292	0.1795998	316	1	0	0
1.359922	103.9624	509729	1273000	140	19	14.9547387	0.2632219	0.6805967	8.3595500	2.5382611	0.4898604	1.0004810	0.4755320	0.5663365	1.3738589	1.9814052	0.7097508	0.2630752	316	1	0	0
1.360100	103.9629	509730	1025000	122	19	15.0119309	0.2284921	0.6981314	8.3923799	2.5942187	0.5489509	1.0594856	0.4171727	0.5623352	1.3550884	2.0079245	0.7464340	0.2118768	316	1	0	0
1.360246	103.9633	509731	1150000	140	19	15.0557298	0.2009912	0.7156133	8.4164809	2.6372400	0.5883347	1.1044251	0.3727404	0.5621853	1.3411757	2.0278944	0.7758166	0.1754049	316	1	0	0
1.367786	103.8696	557324	1785500	154	25	9.5198340	0.3288274	1.1597431	5.5298860	0.5218211	0.3163318	1.9375590	0.5430771	0.8068634	0.8068634	0.5605267	0.4236091	0.3087465	316	1	0	0
1.366965	103.8694	557325	1540000	116	25	9.4267318	0.3062015	1.0767734	5.6113003	0.4425698	0.3043863	1.8460951	0.5780465	0.7845793	0.8858598	0.5021538	0.4838941	0.3217687	316	1	0	0
1.338100	103.7801	589474	1388000	76	9	9.9617636	0.4351020	1.9374668	4.2402017	0.4760046	0.1750573	0.5059130	0.3771752	0.4380399	2.3983718	0.1796274	0.1796274	0.1370472	318	0	0	1
1.338981	103.7798	589482	1005000	81	9	10.0459319	0.5061445	2.0165216	4.2229929	0.4235872	0.1389297	0.4856783	0.2951143	0.4187309	2.5003122	0.1244541	0.1244541	0.1194637	318	0	0	1
1.338766	103.7800	589483	1425000	105	9	10.0095101	0.4703162	1.9803404	4.2466902	0.4543766	0.1617079	0.5214607	0.3072325	0.4408491	2.4716594	0.1526289	0.1526289	0.1520687	318	0	0	1
1.338621	103.7802	589484	1530000	116	9	9.9811806	0.4420643	1.9519801	4.2674850	0.4802607	0.1843987	0.5236511	0.3163748	0.4615268	2.4516266	0.1780637	0.1780637	0.1772619	318	0	0	1
1.338371	103.7804	589485	1500000	134	9	9.9480651	0.4108991	1.9196641	4.2839037	0.5062217	0.2069078	0.4903847	0.3396893	0.4791804	2.4207580	0.2045558	0.2045558	0.1642402	318	0	0	1
1.338119	103.7805	589486	1406500	105	9	9.9247392	0.3915534	1.8978153	4.2881471	0.5212471	0.2203611	0.4672285	0.3662898	0.4861301	2.3918450	0.2217278	0.2217278	0.1372047	318	0	0	1
1.337847	103.7806	589487	1100000	80	9	9.9006350	0.3733192	1.8755614	4.2916496	0.5375281	0.2368247	0.4441110	0.3955133	0.4941394	2.3608611	0.2416836	0.2416836	0.1088937	318	0	0	1
1.298893	103.7655	128035	770000	81	22	9.7144017	0.4220186	0.6958086	4.5908419	0.5617380	0.4432829	1.8163755	0.2411584	1.7946176	2.8811755	0.5344939	0.4454466	0.1535137	318	0	0	1
1.298726	103.7664	128036	780000	83	22	9.6116697	0.4168027	0.7077178	4.6634869	0.6109870	0.4640250	1.8394648	0.1419494	1.8650801	2.8223108	0.5458292	0.4787503	0.0665056	318	0	0	1
1.299561	103.7661	128038	782500	79	22	9.6578070	0.3695875	0.6155750	4.5702899	0.5138361	0.3686312	1.7450229	0.1841003	1.7715236	2.7788753	0.4533819	0.4191261	0.0946733	318	0	0	1
1.298893	103.7655	128040	840000	83	22	9.7144017	0.4220186	0.6958086	4.5908419	0.5617380	0.4432829	1.8163755	0.2411584	1.7946176	2.8811755	0.5344939	0.4454466	0.1535137	318	0	0	1
1.449923	103.8220	768124	660000	57	2	18.7046222	0.1438446	1.1201929	4.2053899	2.1607745	0.1795014	0.2328621	0.8323498	0.2225586	2.2753197	0.3400972	0.3400972	0.1619895	320	0	0	1
1.449923	103.8220	768127	1000000	107	2	18.7046222	0.1438446	1.1201929	4.2053899	2.1607745	0.1795014	0.2328621	0.8323498	0.2225586	2.2753197	0.3400972	0.3400972	0.1619895	320	0	0	1
1.449923	103.8220	768128	660000	57	2	18.7046222	0.1438446	1.1201929	4.2053899	2.1607745	0.1795014	0.2328621	0.8323498	0.2225586	2.2753197	0.3400972	0.3400972	0.1619895	320	0	0	1
1.453831	103.8196	768129	1210000	143	2	19.1804283	0.0049270	1.6098421	4.1252114	2.6627407	0.0049270	0.5369745	1.1576570	0.2440652	2.7507938	0.6229533	0.0000000	0.0648519	320	0	0	1
1.449923	103.8220	768130	682500	57	2	18.7046222	0.1438446	1.1201929	4.2053899	2.1607745	0.1795014	0.2328621	0.8323498	0.2225586	2.2753197	0.3400972	0.3400972	0.1619895	320	0	0	1
1.449923	103.8220	768131	888000	79	2	18.7046222	0.1438446	1.1201929	4.2053899	2.1607745	0.1795014	0.2328621	0.8323498	0.2225586	2.2753197	0.3400972	0.3400972	0.1619895	320	0	0	1
1.449923	103.8220	768132	667500	57	2	18.7046222	0.1438446	1.1201929	4.2053899	2.1607745	0.1795014	0.2328621	0.8323498	0.2225586	2.2753197	0.3400972	0.3400972	0.1619895	320	0	0	1
1.449923	103.8220	768134	818000	82	2	18.7046222	0.1438446	1.1201929	4.2053899	2.1607745	0.1795014	0.2328621	0.8323498	0.2225586	2.2753197	0.3400972	0.3400972	0.1619895	320	0	0	1
1.449923	103.8220	768135	950000	100	2	18.7046222	0.1438446	1.1201929	4.2053899	2.1607745	0.1795014	0.2328621	0.8323498	0.2225586	2.2753197	0.3400972	0.3400972	0.1619895	320	0	0	1
1.449923	103.8220	768136	675000	57	2	18.7046222	0.1438446	1.1201929	4.2053899	2.1607745	0.1795014	0.2328621	0.8323498	0.2225586	2.2753197	0.3400972	0.3400972	0.1619895	320	0	0	1
1.365086	103.8315	575570	1160000	123	21	9.2742274	0.4098618	1.4427036	8.6095067	0.8554494	0.4850853	0.2570317	0.4013318	0.9915479	1.0455311	1.1538413	0.6452314	0.2762066	320	0	0	1
1.365878	103.8309	575571	1350000	142	21	9.3736116	0.4491215	1.5464300	8.7092434	0.7539221	0.5070498	0.3621665	0.5067999	1.0054990	1.0756445	1.2404924	0.6683464	0.2272658	320	0	0	1
1.366365	103.8310	575572	1388000	141	21	9.4253256	0.3976723	1.5839814	8.7399761	0.7032617	0.4923612	0.4087565	0.5401498	0.9829409	1.0607761	1.2945159	0.6522576	0.1869064	320	0	0	1
1.354681	103.7683	598727	1089000	89	18	12.1328952	0.7975388	1.7497595	3.7562101	1.8936599	0.5829946	0.9365875	0.3036876	1.2913007	4.5489574	0.3421973	0.6080286	0.1200874	324	1	1	0
1.354627	103.7675	598729	1295944	116	18	12.1995402	0.7786959	1.6624682	3.6816333	1.9318541	0.5989234	0.9377261	0.3298634	1.2947965	4.5799513	0.3562861	0.6059191	0.1731808	324	1	1	0
1.298708	103.8278	249565	1700000	94	19	3.1043078	0.3630954	0.8544505	3.9058898	0.8023637	0.2755655	0.6217032	0.9892981	0.9478785	2.6347477	0.7317956	0.6353292	0.0870569	325	1	0	1
1.298164	103.8272	249566	2202500	166	19	3.1316847	0.3166582	0.8062849	3.9205489	0.7867013	0.2763347	0.6175760	0.9705075	0.8620234	2.5652455	0.7346680	0.5686850	0.1328059	325	1	0	1
1.296971	103.8887	437878	2950000	213	5	4.3918298	0.1715617	0.8587057	2.3878834	0.8010028	0.3813394	0.3410610	0.2623289	0.7068464	0.7068464	1.4906033	1.3003669	0.0611888	327	0	1	0
1.296402	103.8885	437880	2590000	149	5	4.3522348	0.2331245	0.8868739	2.4537990	0.8364348	0.4451518	0.3459317	0.2559027	0.7104549	0.7104549	1.4988111	1.3533045	0.1256592	327	0	1	0
1.297342	103.8881	437978	2070000	194	5	4.3431367	0.1450380	0.7817023	2.3619839	0.7263833	0.3932775	0.2665493	0.1958484	0.6311972	0.6311972	1.4133423	1.2398524	0.0676349	327	0	1	0
1.435493	103.8240	757707	1000000	152	14	17.0897936	0.2713611	0.5030357	4.1821823	0.6573580	0.5317292	1.0656844	0.5389282	0.9932501	1.7120709	0.7132099	0.7132099	0.2962509	328	1	1	0
1.435726	103.8234	757708	770000	104	14	17.1271018	0.2915163	0.4818712	4.1153163	0.7240432	0.5980764	1.0840339	0.5623932	1.0630077	1.7718004	0.6990834	0.6990834	0.3344005	328	1	1	0
1.436352	103.8254	757711	968000	132	14	17.1573664	0.0961401	0.4344684	4.3304371	0.6326346	0.5162427	0.9040629	0.3767350	0.8724031	1.5459582	0.6156466	0.6156466	0.1768093	328	1	1	0
1.353343	103.7686	598718	850000	84	20	12.0138012	0.6496909	1.7279002	3.6878619	1.7477930	0.7312803	1.0874983	0.4512445	1.4415400	4.4002804	0.4924510	0.7595215	0.2060339	328	0	1	0
1.353139	103.7680	598719	1160000	118	20	12.0492379	0.6275396	1.6592171	3.6226525	1.7597552	0.7555942	1.1045011	0.4773698	1.4605880	4.4054913	0.5132906	0.7737030	0.2476491	328	0	1	0
1.353467	103.7675	598720	1360000	139	20	12.1172868	0.6696313	1.6154279	3.5995241	1.8208514	0.7258300	1.0664234	0.4526221	1.4234911	4.4625912	0.4827585	0.7346093	0.2833773	328	0	1	0
1.354187	103.7683	598723	1291500	125	20	12.1021926	0.7427792	1.7238536	3.7168054	1.8477721	0.6379796	0.9905570	0.3588114	1.3456502	4.5008632	0.3967713	0.6612739	0.1712525	328	0	1	0
1.370435	103.8487	567752	1238000	81	1	9.6019133	0.1367888	0.4373113	7.1115467	0.3137790	0.3147962	0.0921141	0.1732626	0.3669010	0.9674548	0.1714895	0.1714895	0.0634981	329	0	0	1
1.359081	103.9670	506911	1080000	107	2	15.3219542	0.3106153	0.7370664	8.8206616	2.8990136	0.6761752	1.4526827	0.1837403	0.8456055	1.5497006	2.3841311	0.9205642	0.3003414	329	0	1	0
1.358917	103.9673	506912	1600000	152	2	15.3448703	0.3434227	0.7475654	8.8630362	2.9233700	0.6942923	1.4872318	0.1540415	0.8597850	1.5798116	2.3962169	0.9399384	0.2572504	329	0	1	0
1.358546	103.9676	506914	760000	64	2	15.3507031	0.3656907	0.7399655	8.9140888	2.9319368	0.6967839	1.5126843	0.1520923	0.8564258	1.6299510	2.3883299	0.9432053	0.2106900	329	0	1	0
1.358763	103.9666	506917	929000	97	2	15.2666233	0.3090304	0.6829853	8.8062234	2.8439432	0.6205576	1.4033463	0.2360068	0.7904909	1.5700999	2.3293067	0.8648899	0.3280383	329	0	1	0
1.335722	103.8697	357902	655000	37	3	6.0942461	0.1835948	0.5246046	3.2504657	1.4141882	0.5024461	0.4202401	0.7626090	0.6879053	1.6667525	1.6604437	0.4306921	0.0890036	330	0	0	1
1.335739	103.8695	357903	1330000	102	3	6.0888616	0.1727573	0.5437979	3.2690152	1.3924926	0.4868363	0.4251637	0.7751290	0.6736056	1.6449139	1.6625665	0.4189093	0.1028346	330	0	0	1
1.309401	103.8297	259955	8300000	268	14	3.7193026	0.1120748	2.0377906	4.6215403	1.1217160	0.8618425	0.5785878	1.3571686	1.1930770	2.7213166	0.2744731	0.2352286	0.3035288	330	1	1	0
1.309401	103.8297	259957	8450000	268	14	3.7193026	0.1120748	2.0377906	4.6215403	1.1217160	0.8618425	0.5785878	1.3571686	1.1930770	2.7213166	0.2744731	0.2352286	0.3035288	330	1	1	0
1.332795	103.7854	589649	1620000	90	3	9.1316143	0.3691268	1.1367701	4.8009119	1.2823463	0.5926158	0.3601172	0.4695144	0.3187766	1.7725851	1.0128199	0.4731182	0.2403277	336	0	1	0
1.333405	103.7863	589662	1545000	120	3	9.0956299	0.2522029	1.0781812	4.8963433	1.3260141	0.5117339	0.3641796	0.4226423	0.4167890	1.8499711	1.0446594	0.4675638	0.1311444	336	0	1	0
1.333012	103.7860	589663	3000000	170	3	9.0928094	0.3026444	1.0854555	4.8670007	1.3238701	0.5306121	0.3764651	0.4563903	0.3845593	1.8030983	1.0477159	0.4849802	0.1832798	336	0	1	0
1.333245	103.7853	589664	2742500	154	3	9.1750937	0.3559403	1.1720719	4.7836418	1.2399642	0.6173101	0.3081006	0.4184812	0.3028752	1.8210764	0.9669934	0.4207193	0.2172827	336	0	1	0
1.327744	103.8423	329215	1825000	142	5	4.9653105	0.3591947	0.2546440	5.7401570	1.1786323	0.2814211	0.7465491	0.3251492	0.3202603	1.7519522	0.8005892	0.5792078	0.1607685	336	0	1	0
1.429620	103.7844	737808	690000	58	0	17.8012434	0.3508387	0.9114335	0.8600064	1.7407362	0.5574177	0.8600064	0.9607356	0.3718941	6.1643242	0.7192088	0.3799194	0.1635787	337	0	0	1
1.430228	103.7841	737811	870000	79	0	17.8768404	0.2942096	0.8476384	0.8055180	1.6651299	0.5168229	0.8055180	0.8864267	0.3287676	6.1874411	0.6659976	0.3721434	0.0885128	337	0	0	1
1.318277	103.7558	127017	1038888	82	6	11.3118898	0.1694967	0.9635972	2.2275436	0.7974705	1.0103813	1.0989855	0.2976880	0.6387461	3.1622678	1.0141765	0.8139723	0.2268699	338	0	0	0
1.318022	103.7554	127018	1150000	88	6	11.3390008	0.2105438	0.9378962	2.2228656	0.7915937	1.0467368	1.1280382	0.2931031	0.6208925	3.1998075	1.0408072	0.8074743	0.2593488	338	0	0	0
1.317877	103.7556	127019	1705000	193	6	11.3135988	0.2171807	0.9637514	2.2489628	0.7669625	1.0245400	1.1032558	0.2707525	0.5996956	3.1779625	1.0154807	0.7829857	0.2365773	338	0	0	0
1.317546	103.7558	127020	2400000	192	6	11.2799992	0.2466473	0.9994014	2.2915618	0.7238082	1.0005237	1.0720993	0.2289673	0.5585362	3.1541880	0.9825859	0.7398547	0.2141511	338	0	0	0
1.316870	103.7561	127021	1670000	130	6	11.2246430	0.3050671	1.0616695	2.3696664	0.6426095	0.9694726	1.0248224	0.1482943	0.4781899	3.1207577	0.9314978	0.6585128	0.1947362	338	0	0	0
1.316880	103.7561	127022	1125000	88	6	11.2234154	0.3070542	1.0626465	2.3699117	0.6427073	0.9677306	1.0233616	0.1490528	0.4789359	3.1190774	0.9301181	0.6586442	0.1931161	338	0	0	0
1.352252	103.7681	588195	1380000	121	14	11.9753063	0.5285065	1.6467998	3.5751120	1.6677690	0.8530231	1.2036151	0.5738684	1.5350903	4.3096629	0.6113637	0.8730323	0.2065631	340	1	1	0
1.351996	103.7671	588196	1350000	142	14	12.0519089	0.5199035	1.5219047	3.4606953	1.7114809	0.7769099	1.2304724	0.5244234	1.4178722	4.3357320	0.6520053	0.8987551	0.3128514	340	1	1	0
1.352807	103.7679	588197	1388000	122	14	12.0380929	0.5919798	1.6332829	3.5875596	1.7363167	0.7935491	1.1405396	0.5159903	1.4969904	4.3784271	0.5508800	0.8092922	0.2484508	340	1	1	0
1.388223	103.8784	798592	1230000	192	15	11.9538546	0.1706734	1.1404406	3.2671797	2.9732750	0.5438131	1.7174427	0.3136226	0.5377660	1.7518097	0.4049230	0.4049230	0.3463179	340	1	0	1
1.388226	103.8791	798593	1317500	192	15	11.9734421	0.2375346	1.0919518	3.2054273	3.0081023	0.5775867	1.6476039	0.3364872	0.6090121	1.7712118	0.4531074	0.4531074	0.3871707	340	1	0	1
1.388093	103.8797	798594	945000	121	15	11.9772977	0.3075228	1.0381084	3.1583245	3.0282118	0.6274384	1.5779526	0.3576193	0.6796416	1.7773432	0.5132404	0.5132404	0.4324359	340	1	0	1
1.387613	103.8793	798595	1100000	145	15	11.9142229	0.2920158	1.0234390	3.2259394	2.9600584	0.6490781	1.5989063	0.2885452	0.6565572	1.7130855	0.5204128	0.5204128	0.4567770	340	1	0	1
1.386926	103.8786	799035	902500	121	15	11.8201932	0.2888410	1.0213989	3.3349503	2.8554084	0.6856091	1.6481727	0.1829013	0.6223770	1.6177933	0.5385189	0.5385189	0.3851081	340	1	0	1
1.387572	103.8785	799036	1300000	192	15	11.8850261	0.2214501	1.0845963	3.3060328	2.9107061	0.6122903	1.6878584	0.2441142	0.5711606	1.6826528	0.4675443	0.4675443	0.3985809	340	1	0	1
1.346754	103.7724	587968	1818000	171	16	11.2275158	0.1628599	2.0775918	3.6722019	0.9059409	0.4410431	0.7436699	0.3294704	1.0496431	3.5648084	1.1180451	0.6447955	0.1044063	340	1	0	0
1.346589	103.7732	587970	1900000	274	16	11.1419907	0.1325340	2.1736868	3.7513985	0.8506118	0.3530673	0.6806767	0.3030306	0.9981967	3.5139248	1.0462002	0.5724392	0.0908160	340	1	0	0
1.346499	103.7738	587971	1380000	129	16	11.0883731	0.1483446	2.2350624	3.8031969	0.8208041	0.3006538	0.6462629	0.3031179	0.9704959	3.4839492	1.0037832	0.5316174	0.0889989	340	1	0	0
1.360719	103.9654	509732	1350000	163	20	15.2724650	0.0558144	0.8126187	8.5693058	2.8495662	0.7109809	1.3335105	0.1665723	0.6449255	1.3245955	2.1693299	0.7108182	0.1614677	347	0	1	0
1.359934	103.9649	509737	1250000	149	20	15.1832177	0.1208243	0.7144037	8.5799420	2.7590195	0.6110992	1.2574681	0.2662707	0.6803194	1.3989524	2.1846714	0.7947559	0.2093873	347	0	1	0
1.306695	103.8873	399938	2530000	170	5	4.7227984	0.3234478	0.2216063	1.4110441	0.2360114	0.2360108	0.2053928	0.3809625	0.4998987	0.4998987	1.2267940	0.3239266	0.2088571	348	0	0	1
1.306710	103.8869	399939	2528000	176	5	4.6874939	0.2951351	0.2595031	1.4293538	0.2046871	0.2046865	0.2289135	0.3959751	0.5082362	0.5082362	1.2549683	0.2851713	0.2261966	348	0	0	1
1.306744	103.8871	399940	1630000	122	5	4.7046172	0.3030689	0.2416006	1.4176284	0.2141026	0.2141020	0.2147987	0.3934280	0.4999973	0.4999973	1.2398626	0.2991469	0.2205569	348	0	0	1
1.360427	103.9671	509739	965000	87	16	15.4152392	0.2360523	0.8676831	8.7462033	2.9901121	0.7150460	1.5046197	0.1895299	0.8106975	1.4140868	2.3448780	0.7850676	0.2626758	350	1	1	0
1.360012	103.9677	509740	1120000	170	16	15.4487755	0.2167992	0.8702270	8.8301933	3.0246087	0.7022220	1.5589704	0.1056294	0.8944716	1.4832685	2.4288650	0.8534744	0.2981207	350	1	1	0
1.359553	103.9676	509741	1310000	170	16	15.4067530	0.2685272	0.8197284	8.8453021	2.9835167	0.7528546	1.5298072	0.1091886	0.9132910	1.5238540	2.4444250	0.8944607	0.2729319	350	1	1	0
1.359581	103.9665	509742	900000	106	16	15.3110443	0.2367792	0.7547018	8.7484263	2.8862863	0.6805413	1.4178364	0.2255136	0.8261378	1.4816207	2.3492943	0.8572531	0.3419682	350	1	1	0
1.275619	103.8367	88660	1350000	58	2	1.8830050	0.2193819	0.6656491	2.0001852	0.7276850	0.5077930	0.6810066	0.8050992	0.3668187	1.4011968	0.8585108	0.6455603	0.1794745	351	1	1	0
1.321281	103.9124	416826	1050000	109	20	7.9450079	0.1919310	1.0668337	2.1837651	0.9080702	0.1760847	0.0625036	0.4710791	0.6462211	1.6008709	1.9503735	0.3286603	0.1187988	354	1	0	1
1.321145	103.9118	416827	980000	93	20	7.8788319	0.2110574	1.1270429	2.1138606	0.8384504	0.1824781	0.1226639	0.5198865	0.7034545	1.6700200	1.9073860	0.3127476	0.1833326	354	1	0	1
1.321683	103.9119	416828	900000	79	20	7.9204129	0.2232317	1.0786750	2.1360677	0.8587262	0.1223384	0.1342263	0.4645591	0.7162491	1.6553225	1.9667084	0.2622502	0.1873870	354	1	0	1
1.306591	103.8984	438791	1220000	100	11	5.8001387	0.2528749	1.0476234	1.4077178	0.4914866	0.2957052	0.8298759	0.2580841	0.2698199	1.2462188	0.5895211	0.5895211	0.3178028	360	0	1	0
1.306620	103.8988	438793	1200000	100	11	5.8361220	0.2900196	1.0854405	1.4217347	0.4604145	0.2605310	0.8404726	0.2198583	0.2397352	1.2802015	0.5591273	0.5591273	0.3129580	360	0	1	0
1.305727	103.8981	438794	1700000	130	11	5.7228029	0.1956858	1.0232499	1.4791819	0.5855347	0.3811685	0.7288720	0.3108384	0.2743617	1.2523973	0.5819006	0.5819006	0.2209765	360	0	1	0
1.306345	103.8978	438795	1850000	144	11	5.7262295	0.1787795	0.9828204	1.4048493	0.5624301	0.3695224	0.7935829	0.3274255	0.3200259	1.1953336	0.6362773	0.6362773	0.2548010	360	0	1	0
1.323570	103.7567	129195	1019444	115	14	11.4269525	0.2242802	1.0381869	1.9217725	1.3219628	1.1332715	1.3185842	0.1609773	0.6933843	3.1435953	1.2737568	1.2038511	0.2794053	360	1	0	1
1.323851	103.7562	129196	1449000	162	14	11.4857937	0.2738262	0.9974175	1.8622486	1.3632796	1.1368098	1.3767297	0.2189050	0.7524435	3.2003279	1.3307817	1.2551866	0.2749717	360	1	0	1
1.324192	103.7560	129198	1025000	115	14	11.5220763	0.3182840	0.9865626	1.8218558	1.4055637	1.1222790	1.4199072	0.2621492	0.7945619	3.2324157	1.3746273	1.2803780	0.2317591	360	1	0	1
1.324174	103.7568	129199	1625000	194	14	11.4452214	0.2857507	1.0643944	1.8926995	1.3861546	1.1220208	1.3605218	0.2109544	0.7316104	3.1520424	1.3195759	1.1978342	0.2602808	360	1	0	1
1.323627	103.7572	129200	1225000	135	14	11.3765198	0.2172250	1.0415077	1.9664140	1.3180467	1.0854392	1.2827955	0.1349677	0.6543407	3.0894638	1.2415966	1.1466002	0.2228071	360	1	0	1
1.322991	103.7583	129202	1300000	146	14	11.2321346	0.1794485	0.8979773	2.1114492	1.2339282	0.9496711	1.1448970	0.0925088	0.5144756	2.9493966	1.1080732	1.0210722	0.1649077	360	1	0	1
1.322722	103.7579	129205	1648000	194	14	11.2696994	0.1268007	0.9391787	2.0831251	1.2087386	0.9718946	1.1592477	0.0326986	0.5323590	2.9944698	1.1170874	1.0760539	0.2197735	360	1	0	1
1.361066	103.7652	669559	1495000	108	19	12.8562641	0.4457356	1.7844081	4.0163337	2.6804005	0.3135864	0.3331260	0.4823404	0.6365150	5.3348446	0.2720930	0.2663920	0.0850271	360	1	1	0
1.361461	103.7658	669561	1300000	118	19	12.8394542	0.5215292	1.8266188	4.0895551	2.6929854	0.2426337	0.2579897	0.5428771	0.5724415	5.3512432	0.2628411	0.2368761	0.0650032	360	1	1	0
1.361093	103.7652	669562	1284000	91	19	12.8651289	0.4397457	1.7748408	4.0127695	2.6871919	0.3215644	0.3380825	0.4736786	0.6376659	5.3412175	0.2662169	0.2760308	0.0753386	360	1	1	0
1.368084	103.9695	509059	1190000	177	30	16.1204172	0.5572742	1.5269484	8.5309634	3.1300429	0.4193925	2.1491847	0.6498146	0.9146710	0.9146710	2.2532098	0.5467526	0.1197211	362	1	0	1
1.367441	103.9696	509061	930000	142	30	16.0860236	0.5556245	1.5349065	8.5729273	3.1782273	0.3572318	2.1133355	0.5828088	0.9600658	0.9600658	2.2777673	0.5453278	0.1391086	362	1	0	1
1.368956	103.9713	509067	1180000	174	30	16.3336152	0.7676481	1.7248148	8.6548556	2.9306826	0.4457115	2.3394859	0.6847483	1.0466172	1.0466172	2.4243640	0.7570784	0.0976023	362	1	0	1
1.369077	103.9707	509069	1490000	174	30	16.2904665	0.7118847	1.6637880	8.5933547	2.9611966	0.4690537	2.3196467	0.7095448	0.9835325	0.9835325	2.3605880	0.7013131	0.0502035	362	1	0	1
1.358954	103.9690	507079	992500	132	15	15.5059186	0.2936596	0.8848534	9.0150829	3.0897302	0.7283305	1.6733744	0.0835511	1.0056459	1.6499115	2.5286768	1.0212705	0.1213689	365	1	1	0
1.357898	103.9692	507080	860000	119	15	15.4579637	0.4117463	0.8285635	9.0963790	3.0508943	0.8142623	1.6739855	0.1954796	0.9544541	1.7630623	2.4596743	1.0578099	0.0266018	365	1	1	0
1.357375	103.9683	507082	940000	119	15	15.3445430	0.4726578	0.7152334	9.0508466	2.9377740	0.7019866	1.5716376	0.2427717	0.8410039	1.7781171	2.3488826	0.9449087	0.1380104	365	1	1	0
1.357949	103.9681	507083	950000	134	15	15.3652820	0.4123455	0.7400712	9.0009798	2.9527239	0.7142045	1.5622420	0.1828465	0.8625437	1.7131489	2.3820818	0.9596297	0.1395713	365	1	1	0
1.342006	103.7167	649820	1730000	122	10	16.3236863	0.3604705	0.3891465	3.0144264	0.5608754	0.4743929	0.5131047	0.2498299	0.4232030	0.5257744	1.2473840	0.6402379	0.0753336	369	0	0	1
1.342150	103.7171	649821	1204000	115	10	16.2903377	0.3410151	0.3720606	2.9789629	0.5853679	0.4371608	0.4676150	0.2603767	0.4404019	0.4922970	1.2930300	0.6594586	0.1196872	369	0	0	1
1.342670	103.7169	649822	1363000	146	10	16.3262549	0.2916518	0.4266120	3.0120572	0.5416450	0.4707282	0.4549212	0.3187694	0.4418189	0.4471918	1.2934212	0.6105217	0.1281613	369	0	0	1
1.342610	103.7165	649823	1150000	115	10	16.3667800	0.3156416	0.4124316	3.0538794	0.5059191	0.5117757	0.5011060	0.3191523	0.3952401	0.4774977	1.2462897	0.5799220	0.0886995	369	0	0	1
1.341573	103.7160	649824	1355000	116	10	16.3777519	0.3254025	0.4213628	3.0745094	0.5374935	0.5286080	0.6057542	0.2363926	0.3626832	0.6073441	1.1599226	0.6277203	0.0475315	369	0	0	1
1.351097	103.8629	556119	1197500	121	16	7.5589195	0.2631599	1.0377983	4.9693973	1.3979425	0.5421019	0.0628603	0.2230253	0.2002672	1.7661508	1.0615135	0.9419679	0.0564992	372	1	0	1
1.351332	103.8636	556121	1282500	121	16	7.5984414	0.3305926	1.0145277	4.9351206	1.3501954	0.4777258	0.0824194	0.2242455	0.2572086	1.8300693	0.9838467	0.8577050	0.0471670	372	1	0	1
1.350765	103.8625	556122	1525000	143	16	7.5168307	0.2510220	1.0298766	4.9659296	1.4438395	0.5646777	0.1074892	0.2394511	0.1569480	1.7168412	1.0943501	0.9866360	0.0828865	372	1	0	1
1.290972	103.8170	158748	1620000	94	2	3.9145228	0.3193485	0.5892970	4.5066148	0.3841264	0.4399925	0.1401005	0.8672331	0.6090433	1.9170080	1.2397970	0.4779226	0.0563538	373	0	0	1
1.290975	103.8170	158749	2662500	172	2	3.9140439	0.3187422	0.5891904	4.5062189	0.3842164	0.4403363	0.1405333	0.8668735	0.6095347	1.9170807	1.2394215	0.4784915	0.0557085	373	0	0	1
1.439173	103.8298	768434	795000	110	14	17.3912508	0.1948449	0.6265595	4.8252892	0.8619989	0.4863106	0.4701065	0.3156958	0.6889330	1.0372554	0.6289620	0.6289620	0.2329769	380	1	0	1
1.439173	103.8298	768436	768000	93	14	17.3912508	0.1948449	0.6265595	4.8252892	0.8619989	0.4863106	0.4701065	0.3156958	0.6889330	1.0372554	0.6289620	0.6289620	0.2329769	380	1	0	1
1.439173	103.8298	768438	910000	133	14	17.3912508	0.1948449	0.6265595	4.8252892	0.8619989	0.4863106	0.4701065	0.3156958	0.6889330	1.0372554	0.6289620	0.6289620	0.2329769	380	1	0	1
1.439173	103.8298	768440	888888	110	14	17.3912508	0.1948449	0.6265595	4.8252892	0.8619989	0.4863106	0.4701065	0.3156958	0.6889330	1.0372554	0.6289620	0.6289620	0.2329769	380	1	0	1
1.290559	103.8156	158746	1125000	72	6	4.0543912	0.2093586	0.6683642	4.6317241	0.4306816	0.4192042	0.1549544	0.9900090	0.5337079	1.9442899	1.1767333	0.3773318	0.1648490	382	0	0	1
1.290501	103.8160	158747	2100000	300	6	4.0085686	0.2548357	0.6286504	4.5869051	0.3953138	0.3997202	0.1165825	0.9450568	0.5327110	1.9169351	1.2201820	0.3847048	0.1404990	382	0	0	1
1.299679	103.9017	449305	1580000	91	1	5.8627801	0.3837685	1.4752200	2.2588916	0.5877081	0.4670501	0.5155293	0.4949008	0.6419405	1.9724097	0.4396554	0.4396554	0.2246645	383	0	0	1
1.299631	103.9017	449306	2430000	138	1	5.8609830	0.3794284	1.4775164	2.2636046	0.5905397	0.4722403	0.5148133	0.4952997	0.6470934	1.9756702	0.4422046	0.4422046	0.2297492	383	0	0	1
1.299874	103.9027	449307	3550000	229	1	5.9741686	0.3029883	1.3657954	2.2892624	0.4826671	0.4797731	0.6271413	0.6026964	0.6542743	2.0445309	0.3325422	0.3325422	0.2582008	383	0	0	1
1.299938	103.9028	449308	2300000	138	1	5.9882084	0.2886090	1.3514871	2.2889210	0.4683209	0.4786349	0.6403903	0.6148188	0.6525785	2.0501143	0.3181637	0.3181637	0.2613674	383	0	0	1
1.291951	103.8185	159012	1398888	107	14	3.7713033	0.1526787	0.5960550	4.3903587	0.4628217	0.5771154	0.3155769	0.7785563	0.5617996	1.9554208	1.1394540	0.6646095	0.1190682	384	1	0	1
1.292022	103.8179	159013	1340000	108	14	3.8416315	0.2221871	0.6315027	4.4581125	0.4727907	0.5669695	0.2840339	0.8396607	0.6326757	1.9863623	1.2036581	0.6298763	0.0675576	384	1	0	1
1.292082	103.8173	159015	1329000	81	14	3.9093155	0.2896933	0.6702577	4.5232314	0.4910827	0.5645486	0.2673134	0.8994815	0.7009721	2.0172643	1.2658419	0.6015503	0.0685463	384	1	0	1
1.330427	103.8438	319773	1233800	138	15	5.2284121	0.4093813	0.1279374	5.6466040	0.8568856	0.1504193	0.4407859	0.4650092	0.3637851	1.4490561	1.0720856	0.4630207	0.0565615	384	1	1	0
1.309651	103.8385	229955	2930000	202	8	3.1985259	0.1796820	1.2273646	4.1361436	0.3003085	0.5597853	0.3308253	0.6090055	0.3240372	3.5735885	0.5850486	0.7603143	0.2608686	387	0	0	1
1.377303	103.9415	519939	880000	91	4	14.4110181	0.1149118	1.9204920	5.3373528	3.5303975	0.1546711	0.9875376	0.5688210	0.2341024	2.3638363	1.0677747	0.1182422	0.0982107	388	1	0	1
1.377275	103.9422	519942	884000	91	4	14.4639360	0.0645883	1.8533596	5.4038480	3.5202852	0.1491166	0.9173581	0.5770538	0.3133360	2.3247021	0.9984218	0.0670868	0.1411596	388	1	0	1
1.377303	103.9415	519943	1100000	129	4	14.4110181	0.1149118	1.9204920	5.3373528	3.5303975	0.1546711	0.9875376	0.5688210	0.2341024	2.3638363	1.0677747	0.1182422	0.0982107	388	1	0	1
1.353125	103.8628	568426	2005000	145	11	7.7789196	0.2097910	1.1535937	5.1452463	1.1901815	0.5084010	0.1634320	0.0838845	0.4196899	1.9581693	1.1112152	0.9103049	0.1878681	390	0	1	0
1.351990	103.8623	568429	1480000	124	11	7.6463303	0.1770180	1.1552893	5.0854237	1.3263606	0.6073233	0.0787489	0.1053710	0.2915640	1.8224181	1.1355891	0.9786067	0.1142912	390	0	1	0
1.352429	103.8622	568430	1920000	145	11	7.6924357	0.1690080	1.2023743	5.1301359	1.2862726	0.5970614	0.1186635	0.0607350	0.3407917	1.8602331	1.1565095	0.9829593	0.1535617	390	0	1	0
1.352872	103.8623	568431	1730000	122	11	7.7434278	0.2009301	1.2098971	5.1563645	1.2349257	0.5639639	0.1500988	0.0644969	0.3893441	1.9112897	1.1515920	0.9614554	0.1815918	390	0	1	0
1.340616	103.8381	298189	1824000	132	16	6.4607964	0.2910517	0.9906395	6.5984421	0.7843065	1.0806378	0.3481828	0.5171379	0.5651591	1.8900215	1.5868637	1.2715106	0.0890755	390	1	1	0
1.341129	103.8388	298190	1950000	151	16	6.5013114	0.2534435	0.9948689	6.5585029	0.7460270	1.0062463	0.3816346	0.5759056	0.5069199	1.8363765	1.4990356	1.2300143	0.0610215	390	1	1	0
1.385558	103.8398	787078	1130000	103	18	11.3498209	0.5425661	1.7643433	7.3054933	0.5158215	0.7229092	0.3572311	0.1842640	1.0855542	1.9192033	1.7721940	1.2684667	0.0718859	390	1	0	1
1.384554	103.8398	787080	1128000	116	18	11.2385568	0.5770284	1.6572412	7.3340814	0.4056617	0.6125472	0.3443642	0.2617533	0.9798580	1.8077325	1.6738519	1.1571074	0.1392008	390	1	0	1
1.385149	103.8393	787082	1340000	143	18	11.3112734	0.6132335	1.7402953	7.3720993	0.4857557	0.6912192	0.2912359	0.1719974	1.0647081	1.8764989	1.7623178	1.2246130	0.0522639	390	1	0	1
1.318414	103.9213	454852	3093000	239	1	8.6623504	0.1519539	1.0844742	3.1474791	1.2513970	0.3669501	0.9821878	0.3586469	0.3020148	0.7312256	1.4030959	0.6380310	0.0827018	393	1	1	0
1.318371	103.9212	454855	1238000	77	1	8.6555557	0.1570266	1.0880518	3.1421927	1.2584056	0.3600664	0.9785816	0.3638871	0.3088514	0.7382265	1.4099834	0.6356860	0.0824817	393	1	1	0
1.317511	103.9222	455939	2420000	207	1	8.7113186	0.2695785	1.1483834	3.2505210	1.2318006	0.3889170	1.1115195	0.3151992	0.2905635	0.7163340	1.3691074	0.5091455	0.0246550	393	1	1	0
1.315549	103.7581	127997	1650000	345	2	10.9615613	0.1839171	1.0158551	2.6302008	0.4180532	0.7672253	0.7818402	0.1477530	0.3469155	2.8964846	0.6819586	0.4364249	0.1409541	396	0	0	0
1.315344	103.7583	127999	1720000	121	2	10.9327833	0.1702591	1.0086912	2.6622982	0.3908715	0.7518764	0.7585428	0.1214854	0.3356605	2.8750612	0.6574370	0.4094727	0.1692619	396	0	0	0
1.315138	103.7586	128001	2335000	345	2	10.8953357	0.1546265	0.9950861	2.7006154	0.3631207	0.7290619	0.7267895	0.1000538	0.3320815	2.8447414	0.6244725	0.3820400	0.2026335	396	0	0	0
1.314708	103.7590	128016	1125000	85	2	10.8361113	0.1607861	0.9866042	2.7672112	0.3124984	0.7042388	0.6829116	0.0833713	0.3249231	2.8020124	0.5781585	0.3317365	0.2666544	396	0	0	0
1.313833	103.7593	128018	734000	45	2	10.7833592	0.2442875	1.0330536	2.8553062	0.2167857	0.7302223	0.6753096	0.1015568	0.2867200	2.7884582	0.5673743	0.2360562	0.2331002	396	0	0	0
1.301749	103.8997	439966	2100000	131	7	5.7243705	0.1717204	1.3545956	1.9578681	0.7382130	0.2665612	0.4024042	0.3196277	0.4061781	1.6533363	0.4199341	0.4199341	0.1092609	400	0	1	0
1.301875	103.9003	439967	2060000	137	7	5.7864128	0.1789616	1.4018176	1.9691464	0.6763984	0.2278674	0.4570636	0.3789417	0.3838561	1.6926293	0.3615469	0.3615469	0.0713559	400	0	1	0
1.301879	103.9000	439968	2140000	130	7	5.7628560	0.1675560	1.3792482	1.9585856	0.7015493	0.2370804	0.4383007	0.3574777	0.3859215	1.6724014	0.3821285	0.3821285	0.0965841	400	0	1	0
1.302154	103.8995	439969	1879000	131	7	5.7155389	0.1245406	1.3102432	1.9063530	0.7621354	0.2455921	0.4179469	0.3264154	0.3694207	1.6048297	0.4212221	0.4212221	0.0646007	400	0	1	0
1.302293	103.8999	439970	2141115	159	7	5.7679162	0.1207006	1.3479645	1.9117312	0.7118485	0.2026666	0.4624235	0.3745846	0.3422593	1.6351758	0.3693461	0.3693461	0.0867338	400	0	1	0
1.358224	103.7642	598741	1339000	142	17	12.7390350	0.2621961	1.5690517	3.6989627	2.4639071	0.5154224	0.6513041	0.3851292	0.9730985	5.0972534	0.4491416	0.4171194	0.0898477	400	1	0	0
1.357270	103.7645	598744	1231000	119	17	12.6459257	0.3348619	1.5246774	3.6419190	2.3572641	0.5356526	0.7257349	0.4123249	1.0602202	4.9878598	0.4173157	0.4544110	0.1244582	400	1	0	0
1.357565	103.7638	598745	955000	91	17	12.7238205	0.2547279	1.4890835	3.6164967	2.4255490	0.5835070	0.7352616	0.3366855	1.0567541	5.0501050	0.4884350	0.4914791	0.1261713	400	1	0	0
1.358652	103.7642	598747	1270000	120	17	12.7679555	0.2562119	1.6033079	3.7364190	2.5028917	0.4975690	0.6111609	0.3990358	0.9285822	5.1389833	0.4546192	0.3935014	0.0917013	400	1	0	0
1.358318	103.7658	596229	1780000	149	13	12.6045564	0.4428562	1.7172412	3.8316605	2.3788687	0.3436251	0.5580650	0.3157322	0.9063179	5.0285100	0.2673429	0.2638164	0.0871701	406	1	1	0
1.358360	103.7656	596230	1038888	88	13	12.6243517	0.4202896	1.7029331	3.8199530	2.3935562	0.3604256	0.5612500	0.3382180	0.9067970	5.0417664	0.2899675	0.2758336	0.0662629	406	1	1	0
1.359766	103.7657	596231	1307500	117	13	12.7240895	0.4326497	1.8083377	3.9381759	2.5296597	0.3121088	0.4177060	0.4113369	0.7551582	5.1830748	0.3563437	0.1977852	0.1697736	406	1	1	0
1.302848	103.9015	439893	1378000	83	1	5.9506711	0.1226802	1.4039461	1.9335426	0.5433182	0.1226802	0.6299450	0.4158135	0.2966191	1.7428815	0.1890626	0.1890626	0.0860456	408	0	0	0
1.303008	103.9014	439894	2075000	140	1	5.9456658	0.1012885	1.4131527	1.9121317	0.5576025	0.1012885	0.6323462	0.3960651	0.2756573	1.7232712	0.1907481	0.1907481	0.0705383	408	0	0	0
1.303385	103.9020	439897	1311000	55	1	6.0215198	0.1224823	1.3428688	1.9089486	0.5016512	0.1224823	0.7026230	0.3735902	0.2707706	1.7584380	0.1140276	0.1140276	0.0533964	408	0	0	0
1.417923	103.8473	768108	1480000	106	1	14.8728770	0.3131253	2.1633672	6.2914240	2.5884929	0.9325238	1.6005360	0.8870933	0.8313803	2.4707921	1.7939538	0.7470486	0.1956689	410	1	0	1
1.417923	103.8473	768112	910000	93	1	14.8728770	0.3131253	2.1633672	6.2914240	2.5884929	0.9325238	1.6005360	0.8870933	0.8313803	2.4707921	1.7939538	0.7470486	0.1956689	410	1	0	1
1.417923	103.8473	768117	594500	55	1	14.8728770	0.3131253	2.1633672	6.2914240	2.5884929	0.9325238	1.6005360	0.8870933	0.8313803	2.4707921	1.7939538	0.7470486	0.1956689	410	1	0	1
1.285309	103.8282	169480	1670000	85	20	2.5908651	0.1642960	0.1310428	3.1164652	0.3343248	0.1690447	0.1640313	0.2545691	0.2392004	1.2061567	0.1728917	0.1385794	0.0444985	412	1	0	1
1.284713	103.8273	169483	2021440	196	20	2.6890321	0.1212383	0.1540898	3.1918997	0.4440716	0.0790559	0.1566110	0.3125081	0.1246594	1.1087981	0.1962245	0.1962245	0.1464391	412	1	0	1
1.319444	103.8453	307467	1668000	89	4	3.9996356	0.2524234	0.7422707	4.9215063	0.6613489	0.3082592	0.1719420	0.3976336	0.1853835	2.2552849	0.1677569	0.1677569	0.1405206	417	0	0	1
1.319428	103.8451	307468	2440000	54	4	4.0019350	0.2565831	0.7582415	4.9247547	0.6800440	0.2920950	0.1515051	0.3872385	0.1913081	2.2680308	0.1468595	0.1468595	0.1491007	417	0	0	1
1.371565	103.9413	519959	940000	150	21	13.9460811	0.5785923	1.4171875	5.7151203	2.9000709	0.4476513	0.8990935	0.0729405	0.5948185	1.7905590	0.9483726	0.7072122	0.2599527	419	1	0	1
1.370984	103.9420	519960	1035000	144	21	13.9579190	0.5293808	1.3279362	5.8168017	2.8269489	0.4588756	0.8367158	0.1677598	0.5770477	1.6970297	0.8799109	0.6918700	0.3206190	419	1	0	1
1.370515	103.9426	519961	898400	140	21	13.9719098	0.4969306	1.2555212	5.9029554	2.7688019	0.4820522	0.7872931	0.2519084	0.5723939	1.6199260	0.8244501	0.6076430	0.3652588	419	1	0	1
1.369629	103.9433	519962	900000	140	21	13.9580355	0.4908856	1.1394239	6.0226353	2.6657207	0.5006940	0.7623747	0.3740684	0.6203107	1.4998556	0.7879067	0.5049489	0.4362080	419	1	0	1
1.370210	103.9433	519963	860000	140	21	14.0012909	0.4628938	1.2014910	5.9798139	2.7301365	0.4589697	0.7337598	0.3270429	0.5630074	1.5590899	0.7653870	0.5279179	0.3920388	419	1	0	1
1.337063	103.9344	479236	1150000	128	14	10.9505841	0.5216379	0.5795846	5.0639452	0.6267799	0.1703247	0.2649879	0.8719833	0.3995030	1.4543764	1.4048175	0.6217634	0.1195972	420	1	0	1
1.338008	103.9348	479237	1125000	120	14	11.0438227	0.6064439	0.6824559	5.1476692	0.7334734	0.1997145	0.3402421	0.8939201	0.5119699	1.5415558	1.5156417	0.6745535	0.0959376	420	1	0	1
1.383047	103.8370	787066	1360000	106	8	11.1127146	0.3078229	1.6399863	7.6792507	0.4595525	0.5280193	0.1688113	0.2484208	0.7732954	1.6795487	1.7305988	1.0367232	0.1369844	421	0	1	0
1.382627	103.8373	787067	1430000	100	8	11.0619756	0.3016037	1.5833801	7.6637962	0.4091358	0.4809966	0.2222987	0.2165385	0.7343362	1.6272047	1.6746200	0.9827851	0.1411757	421	0	1	0
1.382368	103.8377	787083	1438000	116	8	11.0281293	0.3193276	1.5388630	7.6370134	0.3620835	0.4546595	0.2629325	0.1883258	0.7166814	1.5915617	1.6273114	0.9448661	0.1728368	421	0	1	0
1.381710	103.8369	787084	1700000	134	8	10.9684232	0.2094913	1.5255510	7.7438602	0.4233291	0.3812789	0.3138074	0.1319436	0.6244318	1.5391472	1.6387603	0.9020934	0.1015063	421	0	1	0
1.279842	103.8554	18980	3970000	152	5	0.6338633	0.5795705	1.3458871	0.4237082	0.7541526	1.3003726	0.3337627	0.8657535	1.7800104	3.5218125	0.1423099	0.5933969	0.0703277	428	0	0	1
1.369833	103.7760	679517	1305000	179	2	12.6991012	0.5133119	1.0276990	5.5396192	3.3705892	0.7255587	1.2132468	0.3051030	0.8282159	5.9445772	1.4809901	1.0184874	0.1925010	429	0	0	1
1.369808	103.7771	679518	1255000	107	2	12.6163611	0.6036864	1.1077186	5.6214139	3.3701773	0.8030694	1.3102139	0.2471987	0.9420543	5.9245029	1.5880410	1.0751449	0.2520469	429	0	0	1
1.370289	103.7767	679520	1160000	107	2	12.6921173	0.5280254	1.0318872	5.6232350	3.4219389	0.7272902	1.2983237	0.3218091	0.8726181	5.9846904	1.5654125	1.0024087	0.2646800	429	0	0	1
1.370588	103.7771	679521	1335000	271	2	12.6840162	0.5496371	1.0425565	5.6820879	3.4565363	0.7379883	1.3587432	0.3246775	0.9105237	6.0107357	1.6259126	0.9987295	0.3004731	429	0	0	1
1.311078	103.9280	457398	1267500	215	16	9.0338388	0.3354619	1.3197629	3.9687352	0.8686829	0.1437827	0.2803665	0.4651449	1.0651386	1.2321439	1.5724439	0.3537885	0.2099672	432	1	0	1
1.310184	103.9281	457400	1145000	116	16	9.0157932	0.4074577	1.2865649	4.0042641	0.8107943	0.0728865	0.2442684	0.4887972	1.1611113	1.3324386	1.6628085	0.4086094	0.1177331	432	1	0	1
1.310520	103.9271	457401	1540000	188	16	8.9184252	0.4043314	1.2017057	3.8830370	0.9320059	0.0906273	0.3627740	0.3683229	1.0819274	1.2867180	1.6639082	0.2910163	0.1619989	432	1	0	1
1.310298	103.9271	457402	1050000	105	16	8.9131901	0.4021253	1.1922328	3.8913906	0.9198937	0.0698442	0.3575631	0.3756409	1.1060952	1.3114319	1.6859640	0.3083933	0.1387246	432	1	0	1
1.315971	103.7602	128797	1320000	176	29	10.7553603	0.0566652	0.7954426	2.7601434	0.4656075	0.5293012	0.5526632	0.2758656	0.3149095	2.6604882	0.4588962	0.4588962	0.1777845	432	1	0	1
1.317033	103.7603	128799	1330000	176	29	10.7915287	0.1311289	0.7274685	2.6828721	0.5831134	0.5035996	0.5779100	0.3691757	0.3171957	2.6551242	0.4982171	0.4982171	0.1446730	432	1	0	1
1.317270	103.7599	128793	970000	116	30	10.8448441	0.1433918	0.7567624	2.6301853	0.6035026	0.5494330	0.6312790	0.3468709	0.3184632	2.7026020	0.5522169	0.5522169	0.1958005	432	1	0	1
1.316961	103.7595	128794	1020000	116	30	10.8702835	0.1116753	0.8073750	2.6243615	0.5647388	0.5905304	0.6576519	0.3221227	0.3694250	2.7416544	0.5730806	0.5730806	0.1856748	432	1	0	1
1.316628	103.7591	128795	982500	116	30	10.8970210	0.0986443	0.8613003	2.6199129	0.5255953	0.6357113	0.6884585	0.2738363	0.4240967	2.7832781	0.5989597	0.5448506	0.1441420	432	1	0	1
1.438833	103.8304	768425	968000	126	13	17.3445714	0.2124629	0.5882894	4.8915520	0.8401581	0.4329663	0.5170186	0.3874108	0.6244455	0.9677211	0.7067017	0.7067017	0.1586240	436	0	0	1
1.438758	103.8304	768426	760000	93	13	17.3370655	0.2069788	0.5797200	4.8856924	0.8306678	0.4258599	0.5241144	0.3832935	0.6193052	0.9730864	0.7058765	0.7058765	0.1575316	436	0	0	1
1.438758	103.8304	768427	1030000	130	13	17.3370655	0.2069788	0.5797200	4.8856924	0.8306678	0.4258599	0.5241144	0.3832935	0.6193052	0.9730864	0.7058765	0.7058765	0.1575316	436	0	0	1
1.438758	103.8304	768428	880000	113	13	17.3370655	0.2069788	0.5797200	4.8856924	0.8306678	0.4258599	0.5241144	0.3832935	0.6193052	0.9730864	0.7058765	0.7058765	0.1575316	436	0	0	1
1.438758	103.8304	768431	870000	112	13	17.3370655	0.2069788	0.5797200	4.8856924	0.8306678	0.4258599	0.5241144	0.3832935	0.6193052	0.9730864	0.7058765	0.7058765	0.1575316	436	0	0	1
1.337700	103.9307	479250	1475000	126	3	10.6476177	0.3804726	0.4462265	4.7273411	0.5210833	0.4244059	0.1898548	0.4601542	0.4584783	1.6925177	1.4670628	0.7909486	0.0690217	437	0	0	1
1.337544	103.9315	479251	1600000	117	3	10.7130529	0.4185970	0.4452528	4.7999845	0.5167018	0.4548822	0.1165347	0.5513713	0.4098645	1.6322676	1.4415847	0.8466671	0.0477841	437	0	0	1
1.337133	103.9317	479253	1355000	90	3	10.7048319	0.4003078	0.4084557	4.7979303	0.4779730	0.4319773	0.0670505	0.5861217	0.3605685	1.5825302	1.3949934	0.8258829	0.0974517	437	0	0	1
1.337700	103.9307	479254	1225000	113	3	10.6476177	0.3804726	0.4462265	4.7273411	0.5210833	0.4244059	0.1898548	0.4601542	0.4584783	1.6925177	1.4670628	0.7909486	0.0690217	437	0	0	1
1.296242	103.8731	436606	1530000	126	11	2.7738667	1.2889060	1.2604569	3.0369734	1.2848410	1.3075743	0.0803581	1.2621820	1.1031259	1.1031259	0.7713515	0.7713515	0.1162312	437	1	0	1
1.296014	103.8726	436607	1838888	145	11	2.7052518	1.2648362	1.3289145	2.9748125	1.2494482	1.3768607	0.1341283	1.2501222	1.1721497	1.1721497	0.8255046	0.8255046	0.1129141	437	1	0	1
1.296224	103.8722	436608	1570000	114	11	2.6768327	1.2172416	1.2973655	2.9614634	1.1988254	1.4133002	0.1546633	1.2071565	1.2107226	1.2107226	0.8315018	0.8315018	0.0951145	437	1	0	1
1.296795	103.8722	436931	1165000	84	11	2.7159627	1.1737867	1.2582113	3.0143174	1.1651790	1.3878603	0.1263709	1.1555864	1.1891274	1.1891274	0.7759785	0.7759785	0.0367241	437	1	0	1
1.296749	103.8728	436932	1660000	126	11	2.7659216	1.2191920	1.2697224	3.0507391	1.2177907	1.3301004	0.0671636	1.1921580	1.1299831	1.1299831	0.7445386	0.7445386	0.0466864	437	1	0	1
1.431101	103.7854	737934	862500	95	12	17.9054388	0.3417826	0.9380448	0.6753543	1.6577837	0.3617472	0.6753543	0.9149062	0.1808635	6.0314673	0.5339298	0.4909438	0.1143574	437	1	0	1
1.431094	103.7856	737935	923000	110	12	17.8949667	0.3274113	0.9606987	0.6723831	1.6720382	0.3534844	0.6723831	0.9334597	0.1780577	6.0080365	0.5311033	0.4826132	0.0968029	437	1	0	1
1.431093	103.7858	737936	937500	110	12	17.8855387	0.3141507	0.9822771	0.6696613	1.6853896	0.3462780	0.6696613	0.9510695	0.1776760	5.9854603	0.5287290	0.4749786	0.0823816	437	1	0	1
1.431127	103.7861	737937	1277500	132	12	17.8767376	0.2950435	1.0095465	0.6633401	1.7001397	0.3350716	0.6583519	0.9721738	0.1777676	5.9551809	0.5231779	0.4626546	0.0666931	437	1	0	1
1.431495	103.7865	737938	1050000	137	12	17.8942649	0.2364095	1.0445622	0.6212303	1.6978483	0.2875334	0.6055236	0.9874763	0.1585653	5.9012064	0.4831974	0.4120908	0.0410997	437	1	0	1
1.431457	103.7868	737939	900000	109	12	17.8810741	0.2318396	1.0680043	0.6261334	1.7157330	0.2909228	0.6042492	1.0090019	0.1755570	5.8788359	0.4894970	0.4128621	0.0631572	437	1	0	1
1.333020	103.7893	276305	1930000	122	12	8.8057301	0.2410414	0.7710665	5.2294895	1.6403383	0.1855636	0.6657051	0.6453648	0.7470338	1.8810094	1.3495170	0.7116350	0.0785921	443	1	1	0
1.332916	103.7898	276306	2105000	89	12	8.7536931	0.2856729	0.7183620	5.2867101	1.6969099	0.1318327	0.7222843	0.6955731	0.8041895	1.8883087	1.4052507	0.6825873	0.0519177	443	1	1	0
1.332227	103.7903	276308	1790000	127	12	8.6645747	0.3781873	0.6301010	5.3407994	1.7782782	0.0498604	0.7880106	0.7861238	0.8611606	1.8355498	1.4888830	0.6253791	0.1340321	443	1	1	0
1.331515	103.7896	276309	1990000	92	12	8.6769184	0.4033936	0.6564835	5.2659260	1.7483421	0.1458840	0.7809869	0.7903990	0.7965507	1.7340777	1.4653566	0.6847311	0.2091045	443	1	1	0
1.332235	103.7891	276310	1850000	149	12	8.7658780	0.3098408	0.7385667	5.2130451	1.6648064	0.1773700	0.6937676	0.6965587	0.7339623	1.7927757	1.3790783	0.7492845	0.1525247	443	1	1	0
1.363381	103.7654	669556	1200888	112	15	13.0148573	0.5741985	1.6380240	4.2290277	2.9047835	0.3251078	0.2309184	0.5946712	0.4044481	5.5155320	0.1129798	0.4288529	0.1135097	448	1	1	0
1.363532	103.7660	669557	1590000	155	15	12.9773657	0.5274906	1.6003388	4.2830320	2.8938731	0.2802192	0.1695448	0.5527244	0.3537540	5.5558251	0.1804533	0.4134900	0.1325026	448	1	1	0
1.362514	103.7659	669558	1230000	116	15	12.9086500	0.6037321	1.7111711	4.1879586	2.7942229	0.2348814	0.1836380	0.5984914	0.4594252	5.4547008	0.1935338	0.3176624	0.0321392	448	1	1	0
1.362575	103.7652	669617	1230000	112	15	12.9693592	0.5549435	1.7289464	4.1459886	2.8317617	0.3100011	0.2548285	0.5322708	0.4895090	5.4662461	0.1277960	0.3688137	0.0888301	448	1	1	0
1.356429	103.7673	598734	1293000	113	17	12.3448970	0.6583281	1.7335221	3.7988005	2.1178529	0.4102814	0.7380132	0.1750202	1.0952944	4.7716697	0.1774429	0.4061964	0.0464026	449	1	1	0
1.356793	103.7666	598738	1100000	107	17	12.4335279	0.5668873	1.6840663	3.7670619	2.1919987	0.4084463	0.7045506	0.2296360	1.0606134	4.8414108	0.2097816	0.3780031	0.0855321	449	1	1	0
1.356532	103.7671	598739	990000	92	17	12.3677848	0.6350858	1.7216613	3.7917228	2.1373621	0.4066021	0.7273760	0.1851235	1.0846670	4.7901899	0.1806643	0.3960222	0.0482113	449	1	1	0
1.363258	103.8941	534037	960000	81	0	10.0006749	0.4211674	0.2647304	4.7453503	1.0111157	0.3125692	0.8712030	0.6559235	0.3707218	2.4016683	1.0184006	0.9338851	0.1705114	452	1	0	1
1.363258	103.8941	534038	1150000	66	0	10.0006749	0.4211674	0.2647304	4.7453503	1.0111157	0.3125692	0.8712030	0.6559235	0.3707218	2.4016683	1.0184006	0.9338851	0.1705114	452	1	0	1
1.363258	103.8941	534041	940000	81	0	10.0006749	0.4211674	0.2647304	4.7453503	1.0111157	0.3125692	0.8712030	0.6559235	0.3707218	2.4016683	1.0184006	0.9338851	0.1705114	452	1	0	1
1.345062	103.7334	609477	1105000	108	15	14.7837550	0.1821496	0.3842676	1.6510469	0.2534062	0.2791375	0.3122567	1.7401052	0.4040849	1.6192870	1.4907973	0.2508077	0.1313897	452	1	0	1
1.345644	103.7331	609478	985000	109	15	14.8431018	0.1223852	0.3143480	1.7228075	0.2253713	0.2445093	0.3675006	1.7304819	0.3370150	1.5822299	1.5633628	0.2061213	0.1268920	452	1	0	1
1.346107	103.7336	609479	985000	110	15	14.8179886	0.1696236	0.3258082	1.7331124	0.2931167	0.1696236	0.4296444	1.8006087	0.2936308	1.6363059	1.5811466	0.2641789	0.0664635	452	1	0	1
1.346141	103.7336	609480	900000	83	15	14.8201389	0.1669937	0.3234615	1.7364941	0.2940340	0.1669937	0.4331622	1.8016016	0.2898603	1.6358446	1.5846876	0.2643461	0.0671124	452	1	0	1
1.353151	103.8646	556745	1141344	109	30	7.8171965	0.1850629	0.9729285	5.0167829	1.1277272	0.3218116	0.2484246	0.1252253	0.4670496	2.0603091	0.9178489	0.7073842	0.2224638	452	1	0	1
1.352326	103.8653	556748	1085000	109	30	7.7434867	0.2681104	0.9558462	4.8931857	1.2037745	0.3205147	0.2787217	0.2358086	0.4662497	2.0299716	0.8113177	0.6399639	0.1634827	452	1	0	1
1.351972	103.8637	556743	750000	66	31	7.6699204	0.2985114	1.0710879	4.9825429	1.2793182	0.4804505	0.0898221	0.1543343	0.3236514	1.8952083	0.9845710	0.8298375	0.0754050	452	1	0	1
1.353000	103.8639	556744	1230000	139	31	7.7868824	0.1836963	1.0468627	5.0519846	1.1622959	0.3962582	0.1846606	0.0614301	0.4384401	2.0068929	0.9847597	0.7843471	0.1857133	452	1	0	1
1.352119	103.8646	556747	1608000	172	31	7.7061399	0.2946105	1.0302662	4.9237493	1.2384765	0.3875588	0.1993430	0.1889954	0.3979005	1.9680094	0.8798728	0.7192851	0.1337822	452	1	0	1
1.373852	103.9402	519929	1180000	126	10	14.0381390	0.3254877	1.6984192	5.4582610	3.1685299	0.3514272	1.0110004	0.2094363	0.3968560	2.0718032	1.0759856	0.5055285	0.0245558	453	0	1	0
1.374494	103.9391	519932	1300444	120	10	14.0045408	0.2868726	1.8136432	5.3199553	3.2594316	0.2348929	1.1392959	0.3372514	0.3160325	2.1923494	1.2067367	0.5204754	0.0420724	453	0	1	0
1.374693	103.9395	519933	1040000	99	10	14.0500037	0.2490765	1.8154380	5.3386330	3.2734427	0.2813017	1.1007891	0.3295556	0.2930184	2.1909409	1.1694611	0.4751828	0.0899702	453	0	1	0
1.374598	103.9400	519934	1307500	126	10	14.0822699	0.2448223	1.7828150	5.3894404	3.2535864	0.3347731	1.0428476	0.2930498	0.3114446	2.1549579	1.1115425	0.4470447	0.0874086	453	0	1	0
1.373852	103.9402	519935	1225000	127	10	14.0387654	0.3254542	1.6980650	5.4589469	3.1683917	0.3523155	1.0101139	0.2090151	0.3970639	2.0713877	1.0751045	0.5050999	0.0238490	453	0	1	0
1.357390	103.7493	659442	995000	116	12	13.9898800	0.1751449	0.6762499	2.8014234	2.0072299	0.2232325	0.3282497	0.7554527	0.1973092	3.6011382	0.8590565	0.1188170	0.0890797	456	1	0	1
1.357438	103.7500	659443	1265000	126	12	13.9287828	0.1356668	0.6740590	2.8295576	2.0628091	0.2717652	0.2592757	0.6763629	0.2378349	3.6773369	0.8698145	0.1232439	0.1013875	456	1	0	1
1.356952	103.7495	659445	1020000	87	12	13.9418757	0.1251667	0.7248255	2.7617260	1.9860402	0.2415331	0.3358095	0.7325943	0.2516108	3.6075399	0.8114171	0.1647357	0.0356277	456	1	0	1
1.311971	103.8057	259281	1930000	121	30	5.9664866	0.6485695	1.0442703	6.7478182	0.4743703	0.4505600	0.6236267	0.7930414	1.0318172	1.0318172	2.0040317	1.1659987	0.1635293	456	1	1	0
1.312504	103.8060	259282	1938000	121	30	5.9712811	0.5820066	1.0922104	6.7580251	0.4169844	0.4799491	0.5579634	0.7330076	0.9667395	0.9667395	2.0510445	1.2065441	0.1887925	456	1	1	0
1.313410	103.8061	259283	2850000	181	30	6.0129626	0.4846711	1.1431180	6.8069549	0.3191745	0.5192907	0.4577734	0.6325044	0.8658391	0.8658391	2.0977160	1.2389895	0.2000535	456	1	1	0
1.312101	103.8064	259294	3050000	217	30	5.9116899	0.6088479	1.1186245	6.6973757	0.4669335	0.4196604	0.5909136	0.7783826	1.0007990	1.0007990	2.0784410	1.2406440	0.2087721	456	1	1	0
1.311878	103.8068	259295	2938000	216	30	5.8582223	0.6199691	1.1576862	6.6444275	0.5014074	0.3749559	0.6078351	0.7951730	1.0169738	1.0169738	2.0529051	1.2843129	0.2220211	456	1	1	0
1.383866	103.7475	689862	950000	104	3	16.0277266	0.1553205	0.6708707	5.6578719	4.6083983	0.2520120	0.4000972	0.5951532	0.6831360	5.2502894	0.2991818	0.2991818	0.1573155	457	0	0	1
1.383609	103.7477	689863	1200000	127	3	15.9881526	0.1323804	0.6536396	5.6323804	4.5872522	0.2421867	0.4376463	0.6189975	0.6528995	5.2443636	0.3371273	0.3371273	0.1184701	457	0	0	1
1.383531	103.7479	689864	1100000	115	3	15.9644081	0.1340236	0.6552619	5.6264637	4.5848731	0.2294654	0.4634183	0.6248642	0.6277124	5.2525967	0.3627541	0.3627541	0.0933418	457	0	0	1
1.383639	103.7481	689865	1124000	117	3	15.9623510	0.1515702	0.6721105	5.6399858	4.6000452	0.2401193	0.4708332	0.6117695	0.6143880	5.2708739	0.3697306	0.3697306	0.0908836	457	0	0	1
1.383959	103.7482	689866	950000	104	3	15.9757633	0.1900777	0.7108750	5.6770417	4.6383168	0.2491304	0.4710454	0.5754202	0.6032867	5.3084562	0.3695994	0.3695994	0.1127374	457	0	0	1
1.384190	103.7483	689867	1350000	184	3	15.9818254	0.2204492	0.7410086	5.7044066	4.6672388	0.2528344	0.4780516	0.5492651	0.5917016	5.3387309	0.3769272	0.3769272	0.1321894	457	0	0	1
1.338363	103.9296	479245	1650000	149	4	10.5908449	0.4112536	0.5255303	4.6570073	0.6009022	0.4634778	0.3293225	0.3244793	0.5817112	1.8182817	1.5583270	0.6993510	0.0394920	460	0	0	1
1.337584	103.9296	479246	1375000	137	4	10.5381593	0.3254023	0.4414020	4.6119161	0.5164919	0.3772287	0.2917792	0.3521534	0.5146206	1.7459629	1.4745055	0.6943519	0.1147059	460	0	0	1
1.337250	103.9298	479248	1360000	120	4	10.5346716	0.2942895	0.4010439	4.6132761	0.4763711	0.3443724	0.2601555	0.3889443	0.4726574	1.7067486	1.4339937	0.6837816	0.1560204	460	0	0	1
1.337092	103.9302	479249	1375000	119	4	10.5640650	0.2950557	0.3781468	4.6473147	0.4537485	0.3408951	0.2099352	0.4385217	0.4295339	1.6654897	1.4082148	0.7042939	0.1505964	460	0	0	1
1.299344	103.8339	239197	3268000	98	0	2.5985951	0.2497111	1.0845848	3.4653100	0.8321993	0.5847759	0.5182510	0.7316117	0.6613168	2.8857469	0.3759735	0.3738419	0.2807889	462	1	0	1
1.317737	103.7785	276692	2405000	209	34	8.9484030	0.0713584	1.0579251	4.3721352	0.9322149	0.4522826	0.7120645	0.3815961	0.6394108	0.6394108	1.6120929	0.8269106	0.2009794	464	1	0	0
1.317167	103.7790	276694	2150000	162	34	8.8640379	0.1153896	1.0732581	4.4556846	0.9690436	0.3711957	0.6498019	0.2931037	0.5693081	0.5693081	1.5524531	0.7641607	0.1518366	464	1	0	0
1.316909	103.7798	277107	2150000	160	34	8.7742185	0.1745300	0.9857375	4.5456911	1.0425434	0.3272279	0.6327475	0.2071766	0.4826956	0.4826956	1.4741559	0.6810920	0.0698165	464	1	0	0
1.317502	103.7795	277113	2120000	162	34	8.8297852	0.1036803	1.0484031	4.4915994	1.0330511	0.3958528	0.6923722	0.2747707	0.5182451	0.5182451	1.5442397	0.7080613	0.1353826	464	1	0	0
1.357288	103.9642	506941	1485000	159	6	14.9595558	0.3847213	0.4125986	8.6959546	2.5369532	0.3222659	1.1220710	0.5408382	0.5014124	1.6775860	2.0380929	0.5616509	0.4793134	472	0	1	0
1.357287	103.9642	506942	908000	95	6	14.9579081	0.3832059	0.4118319	8.6945255	2.5352688	0.3210018	1.1201773	0.5425666	0.5002961	1.6774761	2.0368419	0.5602035	0.4799628	472	0	1	0
1.357320	103.9642	506943	1085000	111	6	14.9613942	0.3869367	0.4158843	8.6936960	2.5386679	0.3249790	1.1223102	0.5393006	0.5043397	1.6740470	2.0408245	0.5640201	0.4783880	472	0	1	0
1.357293	103.9643	506944	1130000	111	6	14.9606980	0.3858445	0.4134712	8.6964079	2.5380977	0.3233247	1.1231218	0.5396936	0.5024217	1.6771524	2.0391465	0.5627594	0.4794283	472	0	1	0
1.357229	103.9635	506945	1160000	121	6	14.8914207	0.3247447	0.3857052	8.6391798	2.4675765	0.2748830	1.0447881	0.6016882	0.4582719	1.6310894	1.9863616	0.5035979	0.4239897	472	0	1	0
1.357999	103.9637	506946	1110000	115	6	14.9519065	0.3633730	0.4726821	8.5997645	2.5268741	0.3592987	1.0726812	0.5199804	0.5429806	1.5929712	2.0652138	0.5804494	0.4050428	472	0	1	0
1.357970	103.9637	506948	1130000	113	6	14.9496675	0.3665679	0.4694061	8.6012904	2.5246559	0.3561102	1.0715728	0.5230043	0.5397902	1.5961410	2.0622577	0.5775299	0.4083123	472	0	1	0
1.357970	103.9637	506950	1189998	128	6	14.9505044	0.3661857	0.4695867	8.6020845	2.5254977	0.3565048	1.0725594	0.5224692	0.5401817	1.5962259	2.0628371	0.5781309	0.4082063	472	0	1	0
1.357925	103.9647	506951	1150000	126	6	15.0367943	0.3452043	0.4953502	8.6896901	2.6129633	0.4063900	1.1767374	0.4689692	0.5858368	1.6137039	2.1222338	0.6440937	0.4158558	472	0	1	0
1.391002	103.8362	789096	1033000	115	22	12.0003384	0.9412645	2.4717357	7.5304016	1.2170861	0.0841715	0.7204244	0.1764777	1.6438280	2.5643026	2.4963193	1.9161417	0.1162840	472	1	1	0
1.391327	103.8359	789097	1230000	115	22	12.0396958	0.9786375	2.5149765	7.4870501	1.2605333	0.0833067	0.7589075	0.2204706	1.6794605	2.6044750	2.5404793	1.9569137	0.1383889	472	1	1	0
1.391942	103.8357	789098	1505000	174	22	12.1108412	1.0296150	2.5876057	7.4223657	1.3330600	0.1096185	0.8297743	0.2586561	1.7476663	2.6762398	2.6118973	2.0290396	0.0966574	472	1	1	0
1.392371	103.8355	789099	1065000	75	22	12.1604375	1.0664076	2.6381568	7.3775512	1.3835433	0.1474732	0.8793436	0.2889168	1.7954492	2.7262728	2.6616068	2.0793090	0.0933160	472	1	1	0
1.390860	103.8365	789095	830000	75	23	11.9788876	0.8966708	2.4411910	7.5027039	1.1860714	0.0826223	0.7022652	0.1380010	1.6296359	2.5415650	2.4613988	1.8922577	0.1181342	472	1	1	0
1.376174	103.9613	518180	870000	82	0	15.9429169	0.1579896	1.1215978	7.3027885	3.3263061	0.4292061	1.3869347	1.0533530	0.4488255	0.4488255	1.3476522	0.7823648	0.1492842	473	1	0	1
1.375712	103.9610	518183	642888	54	0	15.8816064	0.0952770	1.0584357	7.2924143	3.3820355	0.4338036	1.3386985	1.0328672	0.4137110	0.4137110	1.2972584	0.7734910	0.1422945	473	1	0	1
1.376518	103.9612	518187	1230000	103	0	15.9624153	0.1893613	1.1503672	7.2801242	3.3159132	0.4024536	1.3907912	1.0375216	0.4872689	0.4872689	1.3535925	0.7600193	0.1839178	473	1	0	1
1.376560	103.9615	518188	1150000	103	0	15.9845854	0.2043811	1.1676127	7.3006199	3.2912571	0.4215794	1.4161358	1.0608508	0.4853264	0.4853264	1.3787641	0.7810596	0.1755568	473	1	0	1
1.376270	103.9607	518189	660000	55	0	15.9021239	0.1483515	1.0982643	7.2422842	3.3779723	0.3735697	1.3297110	0.9905605	0.4805025	0.4805025	1.2919908	0.7222192	0.2013360	473	1	0	1
1.328836	103.9147	417391	733888	75	1	8.6247975	0.2838138	0.3453744	2.6956145	0.4853685	0.3335417	0.7608204	0.1061799	0.4487683	1.5306758	2.0130280	0.7072126	0.0506589	473	0	1	0
1.328836	103.9147	417392	1132500	95	1	8.6247975	0.2838138	0.3453744	2.6956145	0.4853685	0.3335417	0.7608204	0.1061799	0.4487683	1.5306758	2.0130280	0.7072126	0.0506589	473	0	1	0
1.328836	103.9147	417396	1050000	78	1	8.6247975	0.2838138	0.3453744	2.6956145	0.4853685	0.3335417	0.7608204	0.1061799	0.4487683	1.5306758	2.0130280	0.7072126	0.0506589	473	0	1	0
1.328836	103.9147	417398	1000000	75	1	8.6247975	0.2838138	0.3453744	2.6956145	0.4853685	0.3335417	0.7608204	0.1061799	0.4487683	1.5306758	2.0130280	0.7072126	0.0506589	473	0	1	0
1.348321	103.8714	556131	1220000	107	12	7.4796301	0.1330421	0.6245644	4.1317161	1.7177614	0.2155595	0.2870038	0.4625068	0.3305981	2.2065889	0.2608725	0.2608725	0.1605945	475	1	0	1
1.348433	103.8711	556132	1458500	97	12	7.4824062	0.1124453	0.6194528	4.1598764	1.6967958	0.2003417	0.3112102	0.4370283	0.2991428	2.1877839	0.2649623	0.2649623	0.1803732	475	1	0	1
1.348419	103.8713	556133	1060000	80	12	7.4860491	0.1181535	0.6268137	4.1484460	1.7033313	0.2119739	0.2953773	0.4529755	0.3165964	2.2013708	0.2573550	0.2573550	0.1740187	475	1	0	1
1.348904	103.8711	556135	1179000	108	12	7.5326244	0.0618655	0.6659143	4.2018688	1.6470299	0.2140170	0.2972045	0.4579522	0.3030465	2.2181563	0.2221875	0.2221875	0.1517810	475	1	0	1
1.365097	103.7707	679048	2250000	198	26	12.7217397	0.3518034	1.3471977	4.7517139	2.9056630	0.4177934	0.4245792	0.3505607	0.3711707	5.5552271	0.7279505	0.6647000	0.2372268	477	1	1	0
1.364753	103.7701	679052	1430000	141	26	12.7429869	0.3684584	1.3858855	4.6779859	2.8830298	0.3971107	0.3466408	0.3493453	0.3269169	5.5372537	0.6525169	0.5965202	0.1735890	477	1	1	0
1.363954	103.7705	679053	1456000	129	26	12.6508438	0.4641096	1.4738318	4.6401400	2.7872250	0.3625530	0.3484401	0.4062818	0.4125872	5.4403933	0.6792194	0.5464255	0.2399639	477	1	1	0
1.363947	103.7688	679035	1680000	154	27	12.7827726	0.4350843	1.4864860	4.5164797	2.8330826	0.2466201	0.1778774	0.4091180	0.2937971	5.4941950	0.4952228	0.4547791	0.1123025	477	0	1	0
1.364865	103.7692	679038	2200000	199	30	12.8201708	0.3495506	1.3798891	4.6244227	2.9184819	0.3495506	0.2791186	0.3104628	0.2418258	5.5770067	0.5631100	0.5666473	0.0767101	477	0	1	0
1.365661	103.7692	679042	1642000	146	30	12.8819650	0.2622572	1.2920679	4.6921487	3.0037851	0.2692860	0.3475532	0.2235259	0.1957584	5.6612772	0.5954205	0.6500519	0.0889587	477	0	1	0
1.430592	103.7860	737918	1018500	129	10	17.8264841	0.3520203	1.0206652	0.7232134	1.7424430	0.3951466	0.7178871	1.0024949	0.2347667	5.9733213	0.5828592	0.5225142	0.1253607	478	1	0	1
1.430611	103.7865	737919	819000	87	10	17.8048947	0.3285022	1.0738483	0.7192946	1.7747800	0.3854441	0.7010615	1.0454237	0.2463728	5.9158983	0.5810454	0.4794510	0.0744974	478	1	0	1
1.430021	103.7856	737922	960000	103	10	17.7881610	0.4300596	1.0027940	0.7909379	1.7683186	0.4680174	0.7909379	1.0114103	0.2970886	6.0298927	0.6497853	0.5161290	0.1673093	478	1	0	1
1.378522	103.8282	787130	1718600	141	3	10.8075397	0.2334980	2.0475666	7.9891538	0.6859918	0.4386572	1.1549534	0.3994762	0.8794663	1.7602176	2.2988114	1.3766964	0.0943111	479	0	1	0
1.380158	103.8277	787131	1792500	172	3	10.9993340	0.3454471	2.1892215	7.8039333	0.8750859	0.5405368	1.1186161	0.2659552	1.0067874	1.9294655	2.4241234	1.5088444	0.0737183	479	0	1	0
1.381257	103.8270	787133	1300000	59	3	11.1341626	0.2840541	2.3096133	7.6651966	1.0078867	0.6545760	1.1357637	0.2529276	1.1242927	2.0630454	2.5354775	1.6259943	0.1869339	479	0	1	0
1.349081	103.7723	587975	1219000	107	17	11.3925035	0.4125092	2.0635542	3.7824153	1.1439981	0.6214117	0.9725489	0.4279446	1.2916811	3.8074068	1.0678075	0.8593410	0.1677938	480	1	0	0
1.348213	103.7715	587976	1188888	107	17	11.4050583	0.3515277	1.9693855	3.6542854	1.0946850	0.6163695	0.9328668	0.5128218	1.2374620	3.7515165	1.1211462	0.8320872	0.0413821	480	1	0	0
1.347686	103.7718	587977	1055000	103	17	11.3415135	0.2836612	2.0062825	3.6589168	1.0268549	0.5526141	0.8649572	0.4462755	1.1698989	3.6843460	1.1877979	0.7648323	0.0760833	480	1	0	0
1.313279	103.8580	207852	1290000	117	10	3.3353495	0.2657268	0.6191321	3.9364733	0.6706403	0.1191359	0.3752869	0.2002326	0.8037965	2.6956797	0.2444290	0.2444290	0.1877577	481	1	0	1
1.312832	103.8582	207853	1350000	119	10	3.2923276	0.2464938	0.5656423	3.9197601	0.6271491	0.1626647	0.3895223	0.1495300	0.8239062	2.7480040	0.2236473	0.2236473	0.1886389	481	1	0	1
1.313011	103.8584	207855	1257500	92	10	3.3163531	0.2749556	0.5815623	3.8966164	0.6514321	0.1421170	0.4125756	0.1709299	0.8454574	2.7312061	0.2521396	0.2521396	0.1698758	481	1	0	1
1.329049	103.9438	465559	1116000	112	13	11.4312403	0.2097716	0.5420504	5.7824996	0.6146868	0.5202273	0.3677600	0.3423590	0.6551197	0.7585924	0.6657107	0.5180545	0.3301506	482	1	0	1
1.328594	103.9446	465560	1210000	126	13	11.4853734	0.2792280	0.5560193	5.8548101	0.6192708	0.4902488	0.2694271	0.2623741	0.7407781	0.7962310	0.7015587	0.5132922	0.2317544	482	1	0	1
1.328157	103.9445	465558	1070000	113	14	11.4546847	0.2670159	0.5142561	5.8346203	0.5747814	0.5336562	0.2560917	0.2856956	0.7612581	0.7612581	0.6662918	0.5382332	0.2220723	482	1	0	1
1.314224	103.8436	308342	2380000	134	7	3.4733504	0.3257364	0.7315241	4.4064339	0.5150055	0.1077210	0.6250811	0.2065090	0.4662435	2.8570227	0.3573037	0.3573037	0.2828586	486	0	1	0
1.314240	103.8431	308345	3500000	186	7	3.4886174	0.3556657	0.7831962	4.4230492	0.4696762	0.1498414	0.5734823	0.2045824	0.4934220	2.8785901	0.3593053	0.3593053	0.2592869	486	0	1	0
1.314442	103.8432	308364	2630000	105	7	3.5083101	0.3430241	0.7745061	4.4424042	0.4869949	0.1341959	0.5833251	0.2045970	0.4712283	2.8554410	0.3361662	0.3361662	0.2648424	486	0	1	0
1.314297	103.8432	308366	2140000	124	7	3.4931506	0.3543232	0.7770901	4.4273983	0.4776194	0.1420033	0.5797560	0.2105930	0.4850713	2.8704813	0.3523401	0.3523401	0.2642535	486	0	1	0
1.330741	103.7660	597159	1965000	221	29	10.8342694	0.4302497	1.1595051	2.6539043	1.4733253	0.1627534	1.5976737	0.3648620	0.7419144	2.5363068	1.6745232	0.8205239	0.1766254	489	1	1	0
1.328971	103.7665	597158	1995000	174	30	10.6914895	0.3019452	0.9652680	2.7364262	1.5704066	0.2283215	1.5285307	0.2403295	0.9339112	2.3753305	1.5771251	0.6170067	0.0944411	489	1	1	0
1.328531	103.7651	597157	1135000	108	32	10.8109000	0.4584210	0.9193546	2.5879081	1.6887795	0.3548339	1.4721627	0.0988073	1.0000296	2.4833046	1.5105842	0.6199437	0.2383050	489	1	1	0
1.289776	103.8412	169658	1052500	73	15	1.3170229	0.2434995	0.2789915	2.1366162	0.2186188	0.7322984	0.5046367	0.5571690	0.7087847	2.4886678	0.2634632	0.2966503	0.1290285	492	1	0	1
1.289604	103.8405	169659	1230000	79	16	1.3694034	0.2510970	0.2761179	2.1731712	0.1659161	0.6658351	0.5708105	0.6230786	0.6703869	2.4232608	0.3071979	0.2932788	0.0574157	492	1	0	1
1.290240	103.8414	169661	1690000	113	16	1.3211717	0.1937032	0.3212177	2.1557093	0.2752197	0.7845100	0.4519873	0.5042999	0.6975081	2.5417461	0.2072012	0.2571664	0.1758948	492	1	0	1
1.318057	103.7535	127647	1465000	118	6	11.5352079	0.2562150	0.7499308	2.0899401	0.9175352	0.9116757	1.3289220	0.4179727	0.7105050	3.4063554	1.2388495	0.9310384	0.2983382	493	0	0	0
1.318911	103.7534	127649	1750000	147	6	11.5834256	0.3298850	0.6928536	2.0038839	1.0012838	0.8575537	1.3711710	0.4976208	0.8008351	3.4290966	1.2852616	1.0154434	0.2308293	493	0	0	0
1.318920	103.7544	127651	1717100	149	6	11.4821063	0.2275855	0.7933254	2.0714073	0.9380348	0.9583500	1.2687516	0.4136077	0.7538621	3.3214564	1.1847925	0.9533141	0.1750899	493	0	0	0
1.318423	103.7536	127720	2350000	250	6	11.5462845	0.2967777	0.7335152	2.0590851	0.9466095	0.8974258	1.3366138	0.4441944	0.7438450	3.4057196	1.2484530	0.9605205	0.2618431	493	0	0	0
1.317860	103.7541	127721	1929400	120	6	11.4690591	0.2413679	0.8152644	2.1451804	0.8602252	0.9777229	1.2631293	0.3576050	0.6598621	3.3431804	1.1728025	0.8742335	0.2958107	493	0	0	0
1.317899	103.7538	127722	1520000	118	6	11.5003368	0.2400904	0.7853892	2.1224990	0.8839931	0.9468813	1.2948927	0.3833384	0.6793858	3.3749134	1.2043840	0.8976737	0.3015221	493	0	0	0
1.317958	103.7533	127723	1420000	114	6	11.5606361	0.2477111	0.7286653	2.0805495	0.9303085	0.8878049	1.3563447	0.4346402	0.7184020	3.4366459	1.2654267	0.9433592	0.2742689	493	0	0	0
1.318978	103.7536	127725	1530000	152	6	11.5583605	0.2997107	0.7172650	2.0162539	0.9890572	0.8821650	1.3455040	0.4844623	0.7932505	3.4004057	1.2604356	1.0035728	0.2061097	493	0	0	0
1.368322	103.7762	678272	730000	62	1	12.5618454	0.6576404	1.1756396	5.4300492	3.2030418	0.8777724	1.1328611	0.2427609	0.9256151	5.7761843	1.4239644	1.1806347	0.0711650	496	1	0	1
1.368407	103.7759	678273	1358888	110	1	12.5898430	0.6329108	1.1509278	5.4149937	3.2123703	0.8545782	1.1109291	0.2754284	0.8942449	5.7903471	1.3987012	1.1609680	0.0463376	496	1	0	1
1.368389	103.7760	678274	1320000	110	1	12.5852752	0.6370101	1.1550439	5.4167917	3.2103956	0.8584760	1.1138306	0.2704914	0.8991969	5.7876751	1.4021848	1.1643795	0.0491184	496	1	0	1
1.369120	103.7759	678275	1445260	118	1	12.6491742	0.5664818	1.0840938	5.4721250	3.2914986	0.7850260	1.1545859	0.2851024	0.8518829	5.8685698	1.4317443	1.0865418	0.1127409	496	1	0	1
1.368408	103.7758	678276	635000	43	1	12.5954731	0.6285358	1.1464880	5.4093864	3.2125506	0.8506587	1.1040140	0.2835791	0.8873357	5.7918006	1.3911839	1.1580946	0.0400702	496	1	0	1
1.350709	103.8647	556112	1115000	118	20	7.5541797	0.2020745	0.8918138	4.7994668	1.3911668	0.3335914	0.2268481	0.3241908	0.3021128	1.8447653	0.8525685	0.7654387	0.0289966	500	1	0	1
1.350709	103.8647	556113	1460000	141	20	7.5541797	0.2020745	0.8918138	4.7994668	1.3911668	0.3335914	0.2268481	0.3241908	0.3021128	1.8447653	0.8525685	0.7654387	0.0289966	500	1	0	1
1.350654	103.8646	556114	1270000	85	20	7.5460532	0.2023650	0.8916779	4.8023148	1.3989816	0.3415974	0.2199413	0.3250883	0.2893241	1.8331914	0.8636530	0.7782201	0.0405685	500	1	0	1
1.296690	103.8845	436879	3105000	224	22	3.9439373	0.2799139	0.6214998	2.5515706	0.6313014	0.3870218	0.1884378	0.2111756	0.3256053	0.3256053	1.0979281	1.0979281	0.2629915	502	1	1	0
1.297884	103.8834	436882	2855000	199	23	3.8808436	0.3314820	0.4654135	2.4790790	0.4978509	0.2681237	0.2609080	0.3359350	0.1459941	0.1459941	0.9225097	0.9225097	0.1013782	502	1	1	0
1.297909	103.8833	436887	3172500	199	23	3.8724643	0.3364310	0.4614206	2.4810467	0.4963106	0.2691382	0.2713183	0.3466469	0.1379767	0.1379767	0.9122989	0.9122989	0.0909090	502	1	1	0
1.297985	103.8944	437932	1688800	86	17	5.0311189	0.0727227	1.2268533	2.2327466	1.2674809	0.4644305	0.3299299	0.0700350	1.0574914	1.3125719	1.1414371	1.1414371	0.1203943	504	1	1	0
1.297092	103.8951	437934	2120000	147	17	5.0752282	0.1615304	1.3511367	2.3381142	1.3740357	0.5795875	0.3248734	0.1939965	1.0914937	1.4007882	1.1402623	1.1402623	0.1486752	504	1	1	0
1.296725	103.8942	437936	1950000	153	17	4.9621552	0.2110244	1.3382675	2.3704733	1.3019722	0.5178471	0.4298950	0.2045896	1.1853335	1.3033609	1.2477287	1.2477287	0.1656202	504	1	1	0
1.313043	103.8783	573908	2173480	108	0	4.3966709	0.2214727	1.0712886	1.7330578	0.4580529	0.3011574	0.6465124	1.2380803	0.8064079	1.1237179	1.0573353	0.0696146	0.1646856	509	1	0	1
1.350321	103.8486	573909	2672235	163	0	7.3722562	0.1560837	0.0545086	6.1002429	1.2852295	0.2654792	0.0699640	0.2964994	0.4918245	1.5937320	0.0000000	0.0000000	0.0926812	509	1	0	1
1.297359	103.8720	436918	2855000	256	18	2.7313578	1.1130269	1.2000470	3.0486148	1.1109054	1.3932141	0.1540115	1.0908361	1.1992548	1.1992548	0.7412530	0.7412530	0.0331351	510	1	0	1
1.297419	103.8705	436919	3720000	244	18	2.5985876	1.0028657	1.0781179	2.9522752	0.9766391	1.3412051	0.3161330	1.0084189	1.3616159	1.3616159	0.8362017	0.8552193	0.1216439	510	1	0	1
1.297856	103.8702	436920	4120000	284	18	2.6000449	0.9441637	1.0200039	2.9717824	0.9200532	1.2859046	0.3594741	0.9521653	1.3893982	1.3893982	0.7784229	0.8516343	0.1233237	510	1	0	1
1.298043	103.8709	436921	3675000	206	18	2.6750254	0.9762734	1.0601040	3.0343865	0.9688935	1.3385281	0.2938441	0.9659553	1.3102577	1.3102577	0.7770737	0.7770737	0.1753743	510	1	0	1
1.357127	103.9671	506999	1080000	124	9	15.2219261	0.4961618	0.5956883	8.9642052	2.8114325	0.5738000	1.4424997	0.3107753	0.7186025	1.7620949	2.2384386	0.8180862	0.2665085	517	0	1	0
1.357003	103.9676	507000	875000	98	9	15.2544391	0.5295950	0.6254487	9.0102294	2.8473450	0.6119881	1.4886959	0.3027475	0.7507736	1.7895704	2.2622356	0.8545543	0.2284400	517	0	1	0
1.356906	103.9679	507001	800000	77	9	15.2782619	0.5317280	0.6486858	9.0446660	2.8739324	0.6410238	1.5229870	0.3023988	0.7754482	1.8110430	2.2799779	0.8821137	0.2036233	517	0	1	0
1.356780	103.9684	507002	1048000	119	9	15.3169658	0.5371896	0.6885334	9.0967197	2.9169807	0.6884803	1.5767187	0.3077271	0.8169156	1.8428375	2.3103822	0.9272881	0.1646959	517	0	1	0
1.356273	103.9686	507004	1635000	297	9	15.3141752	0.5910936	0.6922463	9.1554000	2.9223824	0.7055158	1.6073444	0.3634931	0.8224826	1.9066329	2.2968467	0.9388547	0.1007934	517	0	1	0
1.356024	103.9680	507007	880000	95	9	15.2362904	0.6259574	0.6129460	9.1120903	2.8431137	0.6271966	1.5332098	0.3960147	0.7431046	1.9072563	2.2224918	0.8595912	0.1274127	517	0	1	0
1.356532	103.9673	509744	2000000	297	9	15.2060649	0.5649551	0.5765008	9.0218257	2.8025972	0.5718553	1.4625440	0.3602947	0.7035533	1.8318679	2.2084614	0.8115508	0.2173614	517	0	1	0
1.357555	103.7663	598748	1468000	138	16	12.5125819	0.5080537	1.7049704	3.8041995	2.2813814	0.3599183	0.6268507	0.2513272	0.9808081	4.9315187	0.2129718	0.3087055	0.1360249	517	1	1	0
1.357003	103.7660	598749	1940000	249	16	12.4998608	0.4959089	1.6406506	3.7355459	2.2452281	0.4293904	0.6945806	0.2900657	1.0470115	4.8901901	0.2613965	0.3793095	0.1520862	517	1	1	0
1.356854	103.7654	598750	1315000	129	16	12.5345643	0.4502706	1.5822921	3.6819612	2.2613290	0.4820221	0.7269657	0.3515229	1.0750676	4.9001390	0.3231061	0.4224658	0.1560201	517	1	1	0
1.356245	103.7649	598751	1390000	112	16	12.5376963	0.4396367	1.4938769	3.5911733	2.2369775	0.5727946	0.8109512	0.4268668	1.1553831	4.8655064	0.4044506	0.5121757	0.2195160	517	1	1	0
1.356215	103.7640	598752	962500	92	16	12.6144309	0.3712945	1.4084815	3.5178247	2.2925331	0.6506809	0.8556234	0.3402553	1.1101274	4.9084904	0.5004995	0.5777257	0.2053577	517	1	1	0
1.356977	103.7649	598753	1260000	124	16	12.5850486	0.3963600	1.5460864	3.6538991	2.3017114	0.5130959	0.7331695	0.4034713	1.0754710	4.9358512	0.3718711	0.4429084	0.1380907	517	1	1	0
1.361332	103.8845	544894	2075000	164	4	9.3402683	0.2145211	0.8623431	4.8941309	0.3053546	0.3144581	0.1716400	0.2645193	0.7394696	1.6724457	0.2254883	0.2254883	0.1221045	521	0	0	1
1.360869	103.8850	544895	1724000	118	4	9.3160066	0.1525545	0.8268256	4.8328055	0.2308413	0.3535358	0.0979858	0.3183766	0.6637382	1.7488526	0.1614493	0.1614493	0.0449615	521	0	0	1
1.361192	103.8842	544896	1950000	173	4	9.3131025	0.2132547	0.8984662	4.8854270	0.3137178	0.2781124	0.1815651	0.2296918	0.7601300	1.6634971	0.2252906	0.2252906	0.1400355	521	0	0	1
1.360601	103.8847	544897	2062000	167	4	9.2752738	0.1300838	0.8696511	4.8099656	0.2270113	0.3150176	0.0956944	0.2869030	0.6793630	1.7501696	0.1412815	0.1412815	0.0663288	521	0	0	1
1.361811	103.8852	544915	1420000	117	4	9.4222283	0.2572304	0.7664681	4.9309090	0.3163772	0.4127219	0.1938297	0.3580170	0.7012158	1.6885347	0.2646848	0.2646848	0.1356361	521	0	0	1
1.361258	103.8855	544916	1100000	82	4	9.3770487	0.2001518	0.7608419	4.8657130	0.2498138	0.4161668	0.1323827	0.3736249	0.6422480	1.7521030	0.2059123	0.2059123	0.0770246	521	0	0	1
1.361600	103.8849	544917	1442500	117	4	9.3869699	0.2340673	0.8064944	4.9140994	0.3067440	0.3713881	0.1770652	0.3185607	0.7148311	1.6822186	0.2429881	0.2429881	0.1193910	521	0	0	1
1.361068	103.8853	544918	1120000	83	4	9.3483817	0.1754646	0.7903463	4.8490319	0.2371771	0.3881081	0.1113527	0.3489189	0.6495074	1.7520968	0.1824484	0.1824484	0.0530968	521	0	0	1
1.296015	103.8718	436922	1288888	106	11	2.6333727	1.2126206	1.2888919	2.9198629	1.1860906	1.4554973	0.1981303	1.2107206	1.2522276	1.2522276	0.8717529	0.8717529	0.1324377	522	1	0	1
1.295942	103.8714	436923	1465000	107	11	2.5851945	1.1889726	1.2610568	2.8803985	1.1540268	1.5067048	0.2469691	1.1778643	1.3038259	1.3038259	0.9093062	0.9093062	0.1711464	522	1	0	1
1.295719	103.8703	436924	1057500	77	12	2.4734699	1.1479094	1.1978600	2.7877277	1.0919562	1.4425367	0.3628472	1.1051739	1.4221477	1.4221477	0.9652544	1.0035853	0.1675907	522	1	0	1
1.295979	103.8707	436925	1680000	113	12	2.5224471	1.1434848	1.2097771	2.8351037	1.0973808	1.4527200	0.3154497	1.1160353	1.3765242	1.3765242	0.9554759	0.9554759	0.1709463	522	1	0	1
1.358788	103.7644	669566	1500000	126	13	12.7586445	0.2805154	1.6319316	3.7642837	2.5026927	0.4692010	0.5841690	0.4260171	0.9047152	5.1418142	0.4338035	0.3644025	0.0768072	522	1	0	0
1.359897	103.7645	669568	1490000	142	13	12.8353870	0.3080589	1.7223397	3.8612785	2.6065154	0.4455858	0.4857534	0.3947989	0.7907063	5.2513229	0.3850305	0.3304387	0.0533356	522	1	0	0
1.360195	103.7651	669613	1040000	92	13	12.8050718	0.3846743	1.7845969	3.9310915	2.6023027	0.3691437	0.4150896	0.4604217	0.7321058	5.2530856	0.3602204	0.2607963	0.0929638	522	1	0	0
1.359715	103.7650	669614	1250000	126	13	12.7794988	0.3550787	1.7475964	3.8823075	2.5613858	0.3909881	0.4648498	0.4538479	0.7862270	5.2095802	0.4102203	0.2763292	0.1046118	522	1	0	0
1.359287	103.7650	669615	1367500	126	13	12.7426804	0.3526680	1.7200229	3.8512592	2.5161886	0.3894386	0.4997086	0.4410776	0.8279316	5.1632172	0.3884868	0.2802216	0.1025295	522	1	0	0
1.360716	103.7650	669616	1252500	92	13	12.8525020	0.4000457	1.7616238	3.9676107	2.6591840	0.3543920	0.3811479	0.4487069	0.6841254	5.3109288	0.3011368	0.2815257	0.0814638	522	1	0	0
1.358597	103.7651	669565	1738444	163	16	12.6916600	0.3516645	1.6693951	3.7947335	2.4489105	0.4093470	0.5650874	0.4093548	0.8998411	5.0930312	0.3605941	0.3119963	0.0272778	522	1	0	0
1.316751	103.8905	389754	920000	91	17	5.6688809	0.1023340	0.3316957	0.3149719	0.5951236	0.6438964	0.3149719	0.3228958	0.6763406	0.6763406	0.3316356	0.3316356	0.0199197	522	1	0	1
1.317066	103.8901	389756	1400000	142	17	5.6595445	0.1227629	0.2771404	0.3397386	0.5555830	0.5919306	0.3397386	0.3768546	0.6946445	0.6946445	0.3400514	0.3400514	0.0576770	522	1	0	1
1.316906	103.8894	389757	1040000	142	17	5.5885113	0.1017112	0.2371878	0.4197594	0.5209354	0.5273560	0.4197594	0.3612226	0.6569304	0.6569304	0.4148477	0.3128515	0.1118881	522	1	0	1
1.316771	103.8890	389758	930000	91	17	5.5402178	0.1023857	0.2264118	0.4728721	0.5070434	0.4896334	0.4728721	0.3492134	0.6332825	0.6332825	0.4661985	0.2834665	0.1590545	522	1	0	1
1.358772	103.9636	507025	860000	90	14	14.9931857	0.2897184	0.5562143	8.5420223	2.5684597	0.4372612	1.0839609	0.4545181	0.6204733	1.5069050	2.1317538	0.6474196	0.3209549	528	1	1	0
1.294928	103.7671	126827	1255000	99	7	9.4615624	0.7460457	1.1329053	5.0617737	1.0369630	0.5811810	1.9269686	0.4474860	2.1747338	3.0821196	0.9722826	0.8016957	0.1155506	530	0	0	1
1.295332	103.7684	126831	1760000	137	7	9.3286064	0.6754550	1.1090261	5.1027751	1.0482889	0.5186555	1.7923081	0.4091621	2.0276224	2.9619378	0.9531303	0.7255622	0.1155683	530	0	0	1
1.295330	103.7684	126833	1680000	135	7	9.3277654	0.6756415	1.1094575	5.1034568	1.0488865	0.5179652	1.7914695	0.4095975	2.0269253	2.9616727	0.9535934	0.7257050	0.1147141	530	0	0	1
1.295433	103.7685	126839	1745000	122	7	9.3183168	0.6632079	1.1006474	5.1003688	1.0435956	0.5210550	1.7818640	0.4010088	2.0129151	2.9458319	0.9453902	0.7127547	0.1093562	530	0	0	1
1.294191	103.7684	127335	1840000	121	7	9.3119569	0.8015345	1.2331581	5.2075232	1.1633823	0.4221632	1.7811375	0.5335634	2.0683400	3.0648094	1.0761856	0.8509290	0.1378322	530	0	0	1
1.294113	103.7674	127446	1880000	211	7	9.4219351	0.8267333	1.2255525	5.1531898	1.1317961	0.5033844	1.8924618	0.5353770	2.1763160	3.1369720	1.0653508	0.8805525	0.0499126	530	0	0	1
1.294920	103.7681	127451	2170900	169	7	9.3542949	0.7246077	1.1477267	5.1223723	1.0762972	0.5030232	1.8192752	0.4488225	2.0720610	3.0177718	0.9901966	0.7759572	0.1402892	530	0	0	1
1.333810	103.7878	589624	1600000	162	5	8.9856680	0.1143190	0.9523041	5.0700836	1.4582255	0.3678985	0.4835843	0.4711222	0.5946847	1.9241331	1.1671382	0.5674630	0.0943617	536	0	1	0
1.333255	103.7877	589640	1850000	178	5	8.9642668	0.1790337	0.9365816	5.0488468	1.4673843	0.3611207	0.4952161	0.5070439	0.5673363	1.8595638	1.1806099	0.5877108	0.1570920	536	0	1	0
1.332435	103.7869	589643	1430000	115	5	8.9730157	0.2924093	0.9664708	4.9693057	1.4440525	0.4216382	0.4915903	0.5489217	0.4896219	1.7547353	1.1672175	0.5967732	0.2263062	536	0	1	0
1.332557	103.7865	589644	1360000	82	5	9.0210596	0.3057946	1.0176174	4.9192482	1.3948413	0.4724347	0.4483659	0.5190579	0.4385727	1.7599429	1.1197591	0.5559761	0.2149946	536	0	1	0
1.332805	103.7866	589645	1600000	162	5	9.0284523	0.2768057	1.0184282	4.9303294	1.3895582	0.4644871	0.4353068	0.4967148	0.4480230	1.7888572	1.1116379	0.5406952	0.1861437	536	0	1	0
1.332983	103.7867	589646	1720000	183	5	9.0296656	0.2529847	1.0148765	4.9435774	1.3905985	0.4547900	0.4307173	0.4831261	0.4610839	1.8104436	1.1104518	0.5338453	0.1652528	536	0	1	0
1.333118	103.7869	589657	1045000	54	5	9.0181305	0.2259042	0.9986165	4.9693686	1.4052243	0.4329046	0.4400120	0.4799961	0.4872317	1.8294684	1.1227237	0.5400004	0.1508686	536	0	1	0
1.333467	103.7871	589658	1430000	140	5	9.0250955	0.1821704	0.9990724	4.9903161	1.4045669	0.4242640	0.4332988	0.4556298	0.5108832	1.8712270	1.1184835	0.5279466	0.1172715	536	0	1	0
1.333906	103.7875	589660	1710000	156	5	9.0240799	0.1200342	0.9917414	5.0298489	1.4171783	0.4084299	0.4425406	0.4371700	0.5567536	1.9263198	1.1266776	0.5280967	0.0922666	536	0	1	0
1.349461	103.9281	529771	970000	115	15	11.2075858	0.2287465	0.5218377	5.2333595	1.8439422	0.4370824	1.1923896	1.1589915	1.2454010	1.7722590	1.7888379	0.9587248	0.0192831	537	1	0	1
1.348259	103.9281	529772	988000	114	15	11.1216469	0.0956457	0.5492270	5.1456453	1.7121001	0.3914053	1.1594397	1.0268670	1.2885313	1.7797913	1.8205476	1.0539590	0.1012115	537	1	0	1
1.348011	103.9279	529773	1108000	139	15	11.0846820	0.0754076	0.5821851	5.1086220	1.6889676	0.4026409	1.1792305	0.9962887	1.3103564	1.8075950	1.8523606	1.0912603	0.1262882	537	1	0	1
1.347327	103.9275	529774	828000	92	15	11.0001002	0.0803652	0.6549925	5.0237461	1.6232358	0.4263821	1.2156415	0.9161432	1.3515484	1.8637136	1.9197083	1.1373161	0.2081385	537	1	0	1
1.347588	103.9268	529776	815000	92	15	10.9635493	0.1532665	0.7098521	4.9880788	1.6676207	0.5025563	1.2902231	0.9423105	1.4248663	1.9310174	1.9795678	1.1377335	0.2115442	537	1	0	1
1.348277	103.9269	529777	970000	114	15	11.0182710	0.1745349	0.6797676	5.0438398	1.7402949	0.5175062	1.2944194	1.0188178	1.4247045	1.9159790	1.9521267	1.1483540	0.1498878	537	1	0	1
1.348959	103.9273	529778	1038000	114	15	11.1005544	0.2003580	0.6211905	5.1267903	1.8048530	0.5105836	1.2672383	1.0955457	1.3492307	1.8672922	1.8917324	1.0651336	0.0739271	537	1	0	1
1.301172	103.9015	439942	2620000	153	7	5.8940276	0.3005026	1.4390903	2.1007972	0.5471427	0.3005026	0.5370813	0.4833051	0.4758162	1.8529123	0.3262972	0.3262972	0.0635312	546	0	1	0
1.301479	103.9025	439943	2065000	113	7	6.0034083	0.2944558	1.3297407	2.1202232	0.4382898	0.3100456	0.6460394	0.5919336	0.4810154	1.9182278	0.2591993	0.2591993	0.1427482	546	0	1	0
1.301759	103.9029	439944	2610084	153	7	6.0549797	0.2567130	1.2789943	2.1157550	0.3896137	0.2958354	0.6723235	0.5792577	0.4765952	1.9379638	0.2236952	0.2236952	0.1861066	546	0	1	0
1.302359	103.9026	439945	2280000	131	7	6.0446741	0.2405720	1.2961451	2.0410137	0.4196771	0.2405720	0.6735492	0.5044560	0.4022387	1.8736431	0.1617400	0.1617400	0.1713301	546	0	1	0
1.302076	103.9020	439946	1679000	52	7	5.9710101	0.2233924	1.3684374	2.0342162	0.4871502	0.2233924	0.6242311	0.5115433	0.3962683	1.8336793	0.2160058	0.2160058	0.0975133	546	0	1	0
1.301619	103.9012	439947	2640000	141	7	5.8749929	0.2452594	1.4619473	2.0397257	0.5752224	0.2452594	0.5262272	0.4617200	0.4192766	1.7934372	0.3051096	0.3051096	0.0015947	546	0	1	0
1.398934	103.7491	689527	830000	108	15	17.1035734	0.2342578	2.1708136	5.9353194	5.2264861	0.3434398	0.2482564	1.0723749	0.3196948	6.7481921	0.3316376	0.3316376	0.1326475	553	1	0	1
1.398909	103.7491	689528	849000	108	15	17.1012903	0.2354308	2.1680586	5.9370564	5.2288091	0.3435129	0.2468446	1.0696128	0.3175856	6.7459628	0.3302149	0.3302149	0.1345441	553	1	0	1
1.398931	103.7491	689529	928000	117	15	17.1052605	0.2316029	2.1712522	5.9375770	5.2280666	0.3405287	0.2457738	1.0727588	0.3216160	6.7464727	0.3291589	0.3291589	0.1347889	553	1	0	1
1.345232	103.9465	521119	840000	158	0	12.5797400	0.1443490	0.2780479	6.6775871	0.2187163	0.1652865	0.8102306	1.0876179	0.5770821	0.5770821	0.7642217	0.1304722	0.0581290	560	0	0	0
1.344677	103.9478	521120	950000	158	0	12.6601623	0.1820397	0.4078433	6.7707314	0.3644301	0.2877736	0.6639268	0.9400161	0.6048413	0.7018272	0.6167975	0.2767867	0.1237179	560	0	0	0
1.345224	103.9479	521123	906500	156	0	12.7096512	0.1285463	0.3806401	6.8155569	0.3715445	0.2585790	0.6635838	0.9530394	0.5507524	0.6669928	0.6214450	0.2835703	0.1086176	560	0	0	0
1.344108	103.9486	521128	890000	154	0	12.7033111	0.2103040	0.5157386	6.8250257	0.4703538	0.3728810	0.5614641	0.8308110	0.5667262	0.8068398	0.5114831	0.3837509	0.2324554	560	0	0	0
1.344049	103.9478	521129	875000	155	0	12.6285034	0.2518899	0.4655423	6.7462671	0.3961463	0.3021189	0.6427773	0.9033793	0.6188375	0.7625202	0.5909034	0.3118898	0.1840869	560	0	0	0
1.344246	103.9472	521131	920500	157	0	12.5858775	0.2296567	0.4112975	6.6979826	0.3292595	0.2349406	0.7095542	0.9706620	0.6797447	0.7100892	0.6582264	0.2461247	0.1409773	560	0	0	0
1.345149	103.9461	521134	872500	160	0	12.5284370	0.1481906	0.2635725	6.6242964	0.1679697	0.1113942	0.8605535	1.1325563	0.5607491	0.5607491	0.8130198	0.0813995	0.1121479	560	0	0	0
1.301253	103.8979	439957	1900000	135	5	5.5116475	0.1808658	1.2093985	1.9414407	0.9492102	0.4451975	0.2397528	0.1344330	0.5381205	1.5370656	0.6270529	0.6270529	0.1694384	562	0	1	0
1.301368	103.8988	439958	1797500	124	5	5.6111380	0.2253966	1.2859268	1.9600395	0.8470586	0.3631795	0.3006109	0.2096830	0.4788640	1.6012045	0.5317298	0.5317298	0.1092424	562	0	1	0
1.301388	103.8983	439972	2260000	121	5	5.5631040	0.2297518	1.2413305	1.9415749	0.8984589	0.3981887	0.2738323	0.1741797	0.4999483	1.5617801	0.5762978	0.5762978	0.1265773	562	0	1	0
1.301402	103.8986	439974	2130000	123	5	5.5960268	0.2285630	1.2692123	1.9508249	0.8639849	0.3723270	0.2933345	0.1989876	0.4826977	1.5858056	0.5450990	0.5450990	0.1098380	562	0	1	0
1.351872	103.7593	659920	955000	103	10	12.7286135	0.2083161	0.7084334	2.8112031	2.3149388	0.2629514	1.1355713	0.4324584	0.6199473	4.5379788	1.1599768	0.5053810	0.0295960	572	1	0	1
1.351574	103.7577	659921	920000	84	10	12.8542012	0.1983957	0.5403362	2.6683053	2.3937980	0.1870913	0.9687368	0.5612932	0.4807459	4.3558071	0.9777378	0.4127272	0.1343288	572	1	0	1
1.375516	103.8468	567741	1207500	113	10	10.1741593	0.3522092	0.6000070	7.0137806	0.3720834	0.5633200	0.6788534	0.4633766	0.4117933	1.0501363	0.4320912	0.4550076	0.1466115	579	0	0	1
1.375445	103.8470	567743	1450000	132	10	10.1650733	0.3285453	0.6021261	6.9959908	0.3670174	0.5603180	0.6613506	0.4835991	0.4373415	1.0258523	0.4188139	0.4458349	0.1230343	579	0	0	1
1.375455	103.8473	567744	1230000	114	10	10.1643995	0.2906720	0.6194467	6.9620344	0.3755600	0.5707900	0.6476377	0.5199636	0.4740149	0.9878911	0.4138141	0.4475341	0.0997577	579	0	0	1
1.375622	103.8475	567745	1168000	114	10	10.1822325	0.2743386	0.6427890	6.9400317	0.3973178	0.5928321	0.6597615	0.5400774	0.4850675	0.9727747	0.4308067	0.4670981	0.1100891	579	0	0	1
1.376220	103.8474	567746	1405000	132	10	10.2489801	0.2897008	0.6980160	6.9180459	0.4592839	0.6538865	0.6920899	0.5560030	0.4674774	0.9856517	0.4977877	0.5325366	0.1587513	579	0	0	1
1.376455	103.8472	567747	1225000	117	10	10.2759875	0.3162498	0.7137098	6.9248180	0.4810200	0.6743522	0.6596356	0.5492878	0.4458678	1.0090194	0.5259467	0.5578073	0.1253993	579	0	0	1
1.376487	103.8469	567748	1212544	114	10	10.2807918	0.3427786	0.7076445	6.9467059	0.4811202	0.6727552	0.6461997	0.5281972	0.4194558	1.0357246	0.5333432	0.5615409	0.1045554	579	0	0	1
1.376517	103.8467	567749	1290000	114	10	10.2857230	0.3745814	0.7007050	6.9735798	0.4822583	0.6712934	0.6320242	0.5029520	0.3876285	1.0678364	0.5429494	0.5667367	0.0763284	579	0	0	1
1.337439	103.8466	319581	1388444	105	4	5.9613315	0.2163573	0.5020816	5.5994339	0.2152207	0.1888967	0.3589688	0.7771187	0.1407161	0.9201714	0.7301843	0.4952265	0.1254469	590	0	0	1
1.337797	103.8466	319582	1635000	168	4	6.0005309	0.2180266	0.5367341	5.6113172	0.2090004	0.1605948	0.3192926	0.8153198	0.1354410	0.9175741	0.7217690	0.5343001	0.1549467	590	0	0	1
1.338108	103.8471	319583	1590000	119	4	6.0296923	0.1725879	0.5244353	5.5684037	0.2632963	0.0906438	0.2923149	0.8402820	0.0880391	0.8587154	0.6579854	0.5662223	0.1264201	590	0	0	1
1.374059	103.7663	679668	1380000	154	23	13.7755690	0.1485301	0.5837144	5.2692466	3.9881365	0.5098750	0.5448107	0.4006464	0.3520098	6.1148210	0.6976435	0.6976435	0.3058906	596	1	0	0
1.374717	103.7670	679670	1395000	154	23	13.7729728	0.1481793	0.4748111	5.3735643	4.0375723	0.4101055	0.6431738	0.3866788	0.3169247	6.2220208	0.6649867	0.6649867	0.2758678	596	1	0	0
1.374068	103.7677	679672	1202500	114	23	13.6730888	0.0691450	0.4717624	5.3481301	3.9510101	0.4614506	0.6133427	0.2868010	0.2182874	6.2457767	0.7619391	0.7059912	0.2635301	596	1	0	0
1.373673	103.7680	679674	1400000	154	23	13.6146255	0.0608286	0.4821348	5.3316626	3.8994107	0.5002049	0.6004732	0.2284692	0.1619661	6.2579795	0.8194983	0.7082570	0.2333362	596	1	0	0
1.373055	103.7682	679656	1300000	114	25	13.5477402	0.0928103	0.5276739	5.2873431	3.8270522	0.5196774	0.5655583	0.1663825	0.1159702	6.2464591	0.8909023	0.7434284	0.1754776	596	1	0	0
1.372762	103.7670	679662	1219000	114	25	13.6179860	0.0959058	0.6300597	5.1863762	3.8288458	0.5634360	0.4522731	0.2640464	0.2526163	6.1109596	0.8596884	0.8588653	0.1425497	596	1	0	0
1.373109	103.7667	679664	1520000	154	25	13.6688879	0.0975283	0.6222745	5.2015313	3.8748000	0.5907858	0.4669498	0.3139164	0.2859089	6.1004939	0.8117502	0.8117502	0.1923609	596	1	0	0
1.373611	103.7664	679666	1408000	154	25	13.7310940	0.1219566	0.6058205	5.2327502	3.9369743	0.5498335	0.5029963	0.3738871	0.3257073	6.1004441	0.7485430	0.7485430	0.2564492	596	1	0	0
1.347005	103.9596	528801	890000	105	11	13.9207191	0.1751165	0.6103968	8.0755459	1.6720653	0.4278215	0.6299489	0.1314419	0.7604372	1.6525446	0.8710104	0.7623235	0.1830455	598	0	0	1
1.347338	103.9596	528802	1065000	117	11	13.9426894	0.2109315	0.6470201	8.0938765	1.6796861	0.4588827	0.6638266	0.1595488	0.7242677	1.6299809	0.8945364	0.7252054	0.1824950	598	0	0	1
1.348227	103.9592	528803	1705000	139	11	13.9541438	0.2426989	0.7334963	8.0931071	1.6494040	0.5012144	0.7714997	0.2675694	0.6506876	1.5305543	0.9191067	0.6369645	0.1674206	598	0	0	1
1.347579	103.9593	528804	860000	117	11	13.9227103	0.2273847	0.6639818	8.0691324	1.6443812	0.5000018	0.7016271	0.2032045	0.7135174	1.5833428	0.8785419	0.7057394	0.1455284	598	0	0	1
1.348375	103.9592	528805	980000	119	11	13.9589121	0.2404303	0.7333500	8.0960647	1.6481837	0.4865795	0.7884138	0.2840873	0.6379142	1.5165634	0.9267782	0.6220726	0.1740245	598	0	0	1
1.348665	103.9592	528807	1057500	117	11	13.9786644	0.2510151	0.7049155	8.1129203	1.6581150	0.4673237	0.8178591	0.3115267	0.6076690	1.4985598	0.9512905	0.5899913	0.1988359	598	0	0	1
1.349184	103.9599	528808	1050000	117	11	14.0711725	0.2596397	0.6157692	8.2036556	1.7420868	0.4925657	0.8552433	0.3466155	0.5235713	1.5205398	1.0442146	0.5185056	0.2914224	598	0	0	1
1.348701	103.9606	528811	1100000	137	11	14.1111470	0.2854994	0.6242774	8.2526721	1.8077781	0.5716536	0.7897367	0.2819580	0.5483966	1.6154873	1.0696116	0.5661054	0.3246363	598	0	0	1
1.308493	103.8629	208741	3050000	299	8	3.0098560	0.0481830	0.2011665	3.5104064	0.3349064	0.2002858	0.1405288	0.4016075	0.8244628	2.4381084	0.6828020	0.1038202	0.1061045	600	0	0	1
1.309416	103.8632	208745	1395000	86	8	3.1142987	0.1037988	0.2803529	3.4543706	0.4271093	0.2480337	0.2443575	0.4694675	0.9111188	2.4599162	0.7611252	0.1677654	0.0465457	600	0	0	1
1.309216	103.8629	208747	1155000	63	8	3.0820674	0.0683501	0.2439723	3.4883537	0.4120331	0.2128643	0.2207419	0.4333470	0.8747595	2.4751976	0.7408771	0.1313084	0.0701771	600	0	0	1
1.308493	103.8629	208749	1125000	63	8	3.0098560	0.0481830	0.2011665	3.5104064	0.3349064	0.2002858	0.1405288	0.4016075	0.8244628	2.4381084	0.6828020	0.1038202	0.1061045	600	0	0	1
1.308488	103.8634	208766	1900000	122	8	3.0321244	0.0975058	0.2501277	3.4602907	0.3212498	0.2530947	0.1491967	0.4516490	0.8664985	2.3903688	0.6637917	0.1566146	0.0829565	600	0	0	1
1.294255	103.8408	238307	2085444	82	17	1.6493584	0.1445491	0.7710934	2.5384398	0.6750462	1.0869645	0.4535413	0.4769388	0.5024453	2.8090311	0.2680793	0.3140981	0.1738483	606	1	0	0
1.294825	103.8401	238309	1952900	123	17	1.7485547	0.2188608	0.8294324	2.6354635	0.7318193	1.1081124	0.5490251	0.5693825	0.4364122	2.8076167	0.3602970	0.3438385	0.1203945	606	1	0	0
1.410528	103.8305	769133	700000	55	2	14.2377562	0.6592679	2.1698019	5.7157696	2.3411433	0.7380181	0.8063121	0.1968260	0.7766464	3.2597034	2.2034304	0.7900959	0.2085488	608	0	0	1
1.410959	103.8308	769134	965000	104	2	14.2797012	0.6027375	2.1280969	5.7189622	2.2970271	0.6807828	0.7505683	0.1894937	0.7306837	3.2045993	2.1485120	0.7327912	0.2070877	608	0	0	1
1.410547	103.8311	769135	908000	86	2	14.2286048	0.6108339	2.1747617	5.7743982	2.3469179	0.7065545	0.7834438	0.1335298	0.7799034	3.2379180	2.1825990	0.7458817	0.2542736	608	0	0	1
1.410547	103.8311	769136	1119000	121	2	14.2286048	0.6108339	2.1747617	5.7743982	2.3469179	0.7065545	0.7834438	0.1335298	0.7799034	3.2379180	2.1825990	0.7458817	0.2542736	608	0	0	1
1.410667	103.8318	769137	1320000	142	2	14.2305743	0.5566365	2.1588523	5.8291662	2.3439618	0.6695580	0.7548999	0.0896236	0.7787374	3.2062114	2.1524985	0.6952847	0.2594901	608	0	0	1
1.410921	103.8321	769138	940000	93	2	14.2518381	0.5089573	2.1302155	5.8525831	2.3234633	0.6278433	0.7205450	0.1050871	0.7619577	3.1681083	2.1155513	0.6489912	0.2553360	608	0	0	1
1.410957	103.8324	769139	1320000	121	2	14.2510747	0.4889772	2.1264463	5.8779665	2.3253669	0.6023015	0.7133566	0.1127503	0.7674082	3.1566841	2.1052600	0.6304871	0.2712188	608	0	0	1
1.413201	103.8356	768446	1019000	161	21	14.4501182	0.1505717	1.9158935	6.0737776	2.1841985	0.1899067	0.5478851	0.5224970	0.4882233	2.8461047	1.8165914	0.3177312	0.1118249	615	1	0	1
1.413409	103.8361	768447	840000	89	21	14.4659851	0.1223580	1.9060117	6.1166482	2.1850519	0.1514635	0.5633427	0.5814961	0.4312391	2.8157368	1.7925222	0.3129512	0.1716519	615	1	0	1
1.413228	103.8366	768448	767500	89	21	14.4395752	0.1584871	1.9390664	6.1755244	2.2257611	0.1742830	0.6146334	0.6125443	0.4130861	2.8297090	1.8134144	0.3557441	0.1503260	615	1	0	1
1.412811	103.8367	768449	807000	91	21	14.3922917	0.2052632	1.9867522	6.2059267	2.2727206	0.2219535	0.6572570	0.5962686	0.4464666	2.8746683	1.8600326	0.4018340	0.1315458	615	1	0	1
1.412370	103.8351	768451	787500	109	21	14.3654974	0.2560518	1.9965296	6.0653036	2.2514745	0.2968888	0.6036890	0.4201390	0.5930847	2.9453124	1.9112842	0.4037102	0.1105115	615	1	0	1
1.412840	103.8348	768452	775000	81	21	14.4213744	0.2136953	1.9398905	6.0128173	2.1915594	0.2698958	0.5430036	0.4322879	0.5794633	2.8989492	1.8615225	0.3523472	0.0490871	615	1	0	1
1.306822	103.8881	399941	1350000	45	2	4.8010590	0.3756800	0.1439716	1.3626347	0.2964781	0.2964776	0.1640924	0.3820455	0.4767234	0.4767234	1.1611336	0.3958780	0.1592005	616	0	0	1
1.306802	103.8882	399942	1660000	105	2	4.8135611	0.3899681	0.1334445	1.3582693	0.3117315	0.3117309	0.1650686	0.3794481	0.4788298	0.4788298	1.1525964	0.4118614	0.1581054	616	0	0	1
1.306958	103.8880	399944	1760000	106	2	4.8058103	0.3636428	0.1381153	1.3504043	0.2860617	0.2860611	0.1497134	0.3973099	0.4617447	0.4617447	1.1520837	0.3875730	0.1457653	616	0	0	1
1.306930	103.8890	399945	1955000	146	2	4.8951863	0.4540806	0.0795297	1.3130574	0.3858486	0.3858481	0.1717762	0.4031159	0.4734369	0.4734369	1.0880729	0.4916698	0.1552569	616	0	0	1
1.307084	103.8888	399946	1940000	106	2	4.8863887	0.4301191	0.0685259	1.3043494	0.3606081	0.3606076	0.1471871	0.4159876	0.4530224	0.4530224	1.0869023	0.4675723	0.1318080	616	0	0	1
1.307142	103.8897	399948	1328000	45	2	4.9792584	0.3673805	0.0940407	1.2643648	0.4598041	0.4598036	0.2095376	0.4507647	0.4746584	0.4746584	1.0209464	0.5694517	0.1878919	616	0	0	1
1.359260	103.8454	573973	1855000	113	4	8.3846573	0.1841671	0.6597838	7.0001400	0.5906274	0.1946673	0.9923515	0.3243163	0.8901119	1.1470191	1.0557071	0.2264062	0.1278880	616	0	0	1
1.359985	103.8462	573975	1694444	147	4	8.4578863	0.1402322	0.6390750	6.9829967	0.4755355	0.2650813	1.0454732	0.2029535	0.7686589	1.1292356	1.0243951	0.3492699	0.2436833	616	0	0	1
1.296835	103.7654	128045	1206000	107	10	9.6804309	0.6429147	0.9227530	4.7801815	0.7849887	0.6711450	2.0446340	0.2806301	1.9912805	3.0453797	0.7609094	0.6587935	0.1603526	616	1	0	1
1.296907	103.7651	128046	1230000	108	10	9.7158436	0.6375027	0.9191754	4.7548705	0.7720310	0.6662870	2.0364309	0.2500295	1.9680599	3.0633606	0.7579288	0.6421168	0.1580709	616	1	0	1
1.297009	103.7653	128047	1260000	108	10	9.6983791	0.6274803	0.9053467	4.7557043	0.7635008	0.6530514	2.0251629	0.2720955	1.9670660	3.0418074	0.7437650	0.6360393	0.1734955	616	1	0	1
1.297224	103.7649	128048	1045000	107	10	9.7483975	0.6015560	0.8889574	4.7103967	0.7340488	0.6353282	2.0015147	0.2395519	1.9241465	3.0573178	0.7285569	0.6017242	0.1698150	616	1	0	1
1.297656	103.7649	128049	1015000	86	10	9.7494959	0.5537121	0.8406744	4.6733450	0.6870110	0.5870115	1.9534978	0.2715613	1.8846131	3.0188381	0.6803753	0.5563503	0.1429159	616	1	0	1
1.303614	103.7842	138678	1382500	112	15	7.7960908	0.5598096	0.7934880	5.6999758	0.9334908	0.1558736	0.5826540	0.6896148	0.3649425	1.4708323	0.5010886	0.2649957	0.1904295	618	1	0	1
1.304632	103.7836	138679	1382000	90	15	7.8949446	0.4898982	0.7264602	5.5784538	0.8753608	0.1853249	0.7152395	0.7561889	0.4974513	1.3592751	0.5400753	0.1835680	0.2244921	618	1	0	1
1.304441	103.7843	138680	1370000	90	15	7.8128077	0.5673487	0.7060896	5.6559392	0.8489641	0.2144758	0.6574611	0.6759965	0.4433973	1.3791765	0.4652540	0.2609506	0.2630029	618	1	0	1
1.319788	103.7778	597625	2650000	297	37	9.1136433	0.1725463	0.9732441	4.2179429	0.9836365	0.6915185	0.9443225	0.5930580	0.7777828	0.7777828	1.5999305	0.9100520	0.0995218	623	1	1	0
1.319938	103.7796	597627	1655000	167	37	8.9424551	0.0285251	1.1729119	4.3992536	1.1565528	0.6642537	0.9612872	0.5040761	0.6116569	0.6116569	1.7568840	0.7505587	0.0949888	623	1	1	0
1.318799	103.7790	597628	1665000	153	37	8.9408700	0.0680427	1.1104716	4.3868448	1.0410396	0.5469502	0.8305794	0.4210210	0.6072828	0.6072828	1.6904801	0.7751152	0.2090888	623	1	1	0
1.318310	103.7777	597630	2100000	194	37	9.0505402	0.1332952	0.9675173	4.2708666	0.8861506	0.5452461	0.7824438	0.4862192	0.7328661	0.7328661	1.5447527	0.8116227	0.1079923	623	1	1	0
1.381145	103.8942	544985	1055000	97	6	11.7866617	0.1983444	0.2672983	2.8235667	2.6089875	0.1374771	0.2134666	0.6822704	0.2730640	2.3445792	0.9678130	0.0825469	0.2572867	625	0	0	1
1.381066	103.8939	544986	1010700	99	6	11.7667996	0.2134197	0.2889729	2.8415207	2.5906933	0.1561080	0.1992054	0.6982150	0.3001904	2.3141027	0.9581547	0.0869237	0.2555729	625	0	0	1
1.380859	103.8938	544987	1142500	113	6	11.7391243	0.2403135	0.2950206	2.8686949	2.5635057	0.1840227	0.2077323	0.6962456	0.3157937	2.2898854	0.9350945	0.1115118	0.2738316	625	0	0	1
1.380633	103.8937	544988	1063000	127	6	11.7133440	0.2663153	0.2938218	2.8946680	2.5375315	0.2096103	0.2258265	0.6864782	0.2951144	2.2737984	0.9100645	0.1374439	0.2817292	625	0	0	1
1.380576	103.8935	544989	1128000	143	6	11.6980091	0.2805918	0.3152812	2.9086770	2.5236733	0.2263777	0.2215639	0.7020748	0.2997199	2.2493657	0.9042971	0.1498509	0.2671918	625	0	0	1
1.380506	103.8933	544990	940000	98	6	11.6813387	0.2975750	0.3370014	2.9242174	2.5085783	0.2457361	0.2213573	0.7174745	0.3050889	2.2242844	0.8977357	0.1663680	0.2527925	625	0	0	1
1.380485	103.8941	544992	1138000	106	6	11.7155455	0.2722722	0.2482724	2.8961822	2.5367965	0.2109580	0.2620797	0.6425099	0.2651596	2.3073293	0.8942268	0.1522250	0.2872445	625	0	0	1
1.380461	103.8943	544993	1145000	100	6	11.7232747	0.2722663	0.2234125	2.8907933	2.5432374	0.2093752	0.2791177	0.6212225	0.2566740	2.3296793	0.8928583	0.1594906	0.2993022	625	0	0	1
1.342916	103.7195	648305	1270000	47	1	16.0739313	0.2966217	0.3770316	2.7551528	0.7577357	0.2595553	0.1976989	0.3322583	0.3694598	0.3694598	1.5788288	0.8386260	0.1571996	629	0	0	1
1.342561	103.7197	648322	1892010	225	1	16.0378489	0.3414619	0.3412336	2.7195791	0.8002699	0.2146183	0.2164093	0.3036253	0.4125024	0.4125024	1.5915040	0.8591266	0.1890818	629	0	0	1
1.342561	103.7197	648324	1185000	99	1	16.0378489	0.3414619	0.3412336	2.7195791	0.8002699	0.2146183	0.2164093	0.3036253	0.4125024	0.4125024	1.5915040	0.8591266	0.1890818	629	0	0	1
1.344547	103.7182	649811	982888	100	17	16.2851033	0.0641997	0.3996579	2.9664084	0.5677971	0.3345095	0.2849125	0.4983777	0.1991896	0.1991896	1.4905188	0.6319733	0.1320516	638	1	0	1
1.344294	103.7178	649812	1095000	141	17	16.3074543	0.0891154	0.3783002	2.9883626	0.5713435	0.3810237	0.3200739	0.4755702	0.2409209	0.2409209	1.4456720	0.6058278	0.1674266	638	1	0	1
1.344069	103.7174	649813	1027500	116	18	16.3456443	0.1315430	0.3470913	3.0266408	0.5247655	0.4364961	0.3735652	0.4636519	0.2907449	0.2907449	1.3871316	0.5665356	0.1281311	638	1	0	1
1.344080	103.7170	649814	1040500	118	18	16.3878361	0.1589318	0.3108374	3.0690096	0.4802977	0.4264402	0.4191113	0.4748398	0.3188472	0.3188472	1.3451122	0.5249177	0.0885579	638	1	0	1
1.344882	103.7170	649816	1030584	116	18	16.4169627	0.1074799	0.2677316	3.0980213	0.4727356	0.3401823	0.4169265	0.5609788	0.2541556	0.2541556	1.3879414	0.4987870	0.0847618	638	1	0	1
1.371327	103.9438	518190	2000000	233	2	14.1298515	0.3370252	1.3071314	5.9463548	2.8513801	0.3405880	0.6330668	0.3169574	0.4254417	1.6518954	0.6753043	0.5397151	0.2674031	644	0	0	1
1.370941	103.9444	518192	1365000	110	2	14.1490274	0.3170069	1.2525217	6.0249844	2.8071806	0.3098096	0.5852481	0.3938524	0.4385179	1.5895670	0.6203962	0.4609853	0.2444683	644	0	0	1
1.371016	103.9448	518194	1100000	103	2	14.1874343	0.2830032	1.2541286	6.0545332	2.8154709	0.2715233	0.5409125	0.4334373	0.4185878	1.5840545	0.5751006	0.4328120	0.2081753	644	0	0	1
1.371444	103.9446	518211	800000	69	2	14.2025007	0.2617512	1.3044715	6.0062652	2.8629391	0.2589492	0.5457910	0.3983189	0.3789098	1.6364396	0.5869441	0.4831233	0.1921222	644	0	0	1
1.371892	103.9443	518212	1270000	114	2	14.2112584	0.2582576	1.3588356	5.9482311	2.9128223	0.2662864	0.5659000	0.3565005	0.3455826	1.6941453	0.6138750	0.5429473	0.1996321	644	0	0	1
1.371852	103.9441	518213	840000	74	2	14.1904267	0.2815846	1.3586876	5.9318326	2.9088186	0.2907334	0.5907600	0.3326018	0.3607747	1.6975200	0.6386883	0.5568973	0.2144989	644	0	0	1
1.352100	103.7567	659801	851500	108	16	12.9765315	0.2014507	0.5008475	2.6460693	2.3168666	0.0921231	0.8888454	0.5879884	0.3590373	4.2567940	0.8881159	0.4668994	0.0813956	645	1	0	1
1.352244	103.7564	659802	900000	95	16	13.0117986	0.1785447	0.4935664	2.6396424	2.2945246	0.0795376	0.8667806	0.5690704	0.3242741	4.2277485	0.8629637	0.4864625	0.0939864	645	1	0	1
1.353074	103.7562	659804	869444	95	16	13.0886316	0.2180223	0.5563697	2.6978213	2.3097719	0.1578217	0.8024766	0.4757788	0.2482846	4.2154472	0.8722627	0.5818938	0.0986265	645	1	0	1
1.340489	103.9568	528715	1050000	87	3	13.2977616	0.2430606	0.1966318	7.5231823	1.4709062	0.4113121	0.4666464	0.1803137	0.5578242	1.7564079	0.4976502	0.5122571	0.0876054	646	0	0	1
1.340216	103.9570	528716	1350000	127	3	13.2986363	0.2084284	0.2079670	7.5294258	1.4986269	0.4437137	0.4990248	0.1929709	0.5738363	1.7881211	0.5282564	0.5415653	0.1133924	646	0	0	1
1.339871	103.9570	528718	1380000	122	3	13.2890712	0.1696573	0.2349038	7.5259729	1.5229809	0.4830068	0.5249790	0.1615844	0.5841721	1.8186120	0.5576677	0.5690541	0.1510003	646	0	0	1
1.339756	103.9568	528719	1320000	122	3	13.2599868	0.1718838	0.2593859	7.4971072	1.5047807	0.4921446	0.5211766	0.1775939	0.5589499	1.8056664	0.5444899	0.5540803	0.1663250	646	0	0	1
1.339744	103.9566	528720	1580000	145	3	13.2363428	0.1871288	0.2755156	7.4720203	1.4819474	0.4913969	0.5041440	0.1842501	0.5331127	1.7860441	0.5251980	0.5335528	0.1740836	646	0	0	1
1.339946	103.9563	528721	1560000	170	3	13.2194280	0.2247067	0.2792387	7.4499054	1.4442081	0.4683148	0.4666941	0.1459987	0.5006072	1.7477952	0.4870314	0.4952601	0.1667598	646	0	0	1
1.341105	103.9566	529881	1060000	87	3	13.3078526	0.2685217	0.1804838	7.5222171	1.4219862	0.3407253	0.4062575	0.1617124	0.5414660	1.6962739	0.4429748	0.4614838	0.0568578	646	0	0	1
1.340932	103.9559	529883	1072500	93	3	13.2311053	0.3165914	0.2592139	7.4433649	1.3575922	0.3624349	0.3567275	0.0827811	0.4623138	1.6448772	0.3848481	0.3988239	0.1361280	646	0	0	1
1.340806	103.9557	529884	834444	86	3	13.2050685	0.3379562	0.2847199	7.4178860	1.3428018	0.3798696	0.3506674	0.0573763	0.4381865	1.6357082	0.3746060	0.3862400	0.1611180	646	0	0	1
1.340530	103.9560	529885	1060000	87	3	13.2211086	0.2948772	0.2661733	7.4403348	1.3870387	0.4052563	0.3968953	0.0909940	0.4689536	1.6819856	0.4208286	0.4318773	0.1423772	646	0	0	1
1.349669	103.9608	528779	1080000	115	10	14.1909497	0.1774574	0.5150045	8.3237223	1.8590680	0.5285336	0.8939090	0.3876629	0.4371824	1.5784748	1.1601292	0.4596137	0.2699959	648	1	0	1
1.349767	103.9617	528780	1067500	92	10	14.2771561	0.1856070	0.4694367	8.4135297	1.9528807	0.5277542	0.9029143	0.3314189	0.4132565	1.6527952	1.2392757	0.4643517	0.2668180	648	1	0	1
1.349730	103.9619	528781	1332500	190	10	14.2975472	0.2020829	0.4663276	8.4355933	1.9773788	0.5361611	0.9000431	0.3126867	0.4173696	1.6774422	1.2573312	0.4758397	0.2785463	648	1	0	1
1.349411	103.9624	528783	1190000	135	10	14.3237032	0.2606475	0.4916862	8.4676620	2.0197207	0.5822839	0.8695179	0.2554735	0.4571315	1.7395939	1.2777026	0.5268559	0.2837142	648	1	0	1
1.349232	103.9626	528784	1218000	135	10	14.3304420	0.2539291	0.5094047	8.4773009	2.0347952	0.6067157	0.8524770	0.2287258	0.4798249	1.7664530	1.2825602	0.5527255	0.2606312	648	1	0	1
1.349016	103.9627	528785	1260000	135	10	14.3332408	0.2314611	0.5321964	8.4833224	2.0471938	0.6155339	0.8315856	0.1995418	0.5066011	1.7935405	1.2839173	0.5816060	0.2346773	648	1	0	1
1.348780	103.9628	528786	1095000	114	10	14.3251688	0.2063943	0.5581175	8.4781560	2.0483775	0.5915491	0.8068783	0.1735805	0.5334354	1.8121816	1.2750941	0.6079440	0.2080701	648	1	0	1
1.348550	103.9628	528787	1650000	211	10	14.3196916	0.1830631	0.5834030	8.4756842	2.0525445	0.5691616	0.7834755	0.1471936	0.5601410	1.8328385	1.2693258	0.6347208	0.1820581	648	1	0	1
1.348580	103.9623	528788	1235000	135	10	14.2665774	0.1825133	0.5847017	8.4189947	1.9905752	0.5583047	0.7765052	0.1895807	0.5472646	1.7777241	1.2167209	0.6092613	0.1986231	648	1	0	1
1.348670	103.9620	528789	1698000	214	10	14.2457436	0.1979136	0.5794084	8.3956334	1.9627367	0.5639960	0.7833954	0.2185957	0.5352306	1.7472102	1.1967782	0.5910623	0.2201152	648	1	0	1
1.348552	103.9618	528790	990000	114	10	14.2155965	0.1945096	0.5976847	8.3654023	1.9336490	0.5485022	0.7685448	0.2327258	0.5478765	1.7318483	1.1667826	0.5971302	0.2231709	648	1	0	1
1.348751	103.9615	528791	1120000	112	10	14.2068614	0.2243046	0.5818520	8.3533040	1.9147855	0.5695222	0.7898466	0.2641616	0.5265184	1.7003787	1.1599585	0.5708136	0.2545826	648	1	0	1
1.348913	103.9613	528792	1400000	190	10	14.1964144	0.2508610	0.5711645	8.3399492	1.8958303	0.5874080	0.8077360	0.2930471	0.5103213	1.6715141	1.1518451	0.5492061	0.2826509	648	1	0	1
1.349376	103.9610	528794	1108000	114	10	14.1874634	0.2096412	0.5377820	8.3240321	1.8664917	0.5632408	0.8604736	0.3554037	0.4655116	1.6090480	1.1509012	0.4931993	0.3014639	648	1	0	1
1.349583	103.9608	528795	980000	114	10	14.1870895	0.1869107	0.5229897	8.3208075	1.8579758	0.5381434	0.8843050	0.3781173	0.4461519	1.5846575	1.1548098	0.4692128	0.2793877	648	1	0	1
1.349857	103.9608	528796	1007500	114	10	14.1952891	0.1573629	0.5000447	8.3257772	1.8569765	0.5067346	0.9152708	0.4081390	0.4189604	1.5610089	1.1683754	0.4383721	0.2501139	648	1	0	1
1.337772	103.7351	600117	1100000	158	0	14.2606157	0.1743331	0.4268538	0.9513774	0.6989194	0.4340660	0.5825366	1.8544180	0.1790359	2.0290281	0.7447892	0.6751502	0.1474586	654	0	0	0
1.338128	103.7354	600118	1260000	181	0	14.2425261	0.1194187	0.3814859	0.9421150	0.6472965	0.3884455	0.5687516	1.8873700	0.1932072	2.0454883	0.7422287	0.6743287	0.1925373	654	0	0	0
1.335604	103.7371	600122	1145000	158	0	13.9602322	0.2971780	0.3931088	0.6412249	0.8778426	0.1466640	0.6412249	2.1161361	0.1478873	2.3381502	0.4243642	0.3529963	0.1642476	654	0	0	0
1.334525	103.7372	600124	1150000	155	0	13.8984201	0.4173573	0.4953204	0.5860956	0.9962368	0.1841593	0.5860956	2.1610492	0.2528035	2.4125582	0.3592909	0.2874332	0.0483439	654	0	0	0
1.355157	103.7524	659246	1000000	117	15	13.5613573	0.1363044	0.7367766	2.6911672	2.0848854	0.2261545	0.4162716	0.4737896	0.2277228	3.8599951	0.7138722	0.4876047	0.0728743	655	1	0	1
1.354941	103.7527	659247	1015000	80	15	13.5255880	0.1072404	0.7081071	2.6808748	2.0913377	0.2520657	0.4447136	0.4644530	0.1927042	3.8798578	0.7081113	0.5233648	0.0920970	655	1	0	1
1.354865	103.7531	659248	1328000	158	15	13.4776377	0.1060139	0.6922850	2.6965722	2.1286452	0.3052440	0.4665971	0.4277535	0.1427764	3.9290925	0.7323504	0.5661791	0.0894475	655	1	0	1
1.355689	103.7524	659245	1084000	119	16	13.5950124	0.1933476	0.7944275	2.7452849	2.1228197	0.2398368	0.3582752	0.4452744	0.2611929	3.8766064	0.7654958	0.4460327	0.0949202	655	1	0	1
1.438721	103.8303	768097	780000	70	1	17.3338046	0.2058830	0.5753698	4.8793547	0.8250810	0.4231059	0.5270620	0.3779550	0.6183239	0.9792129	0.7025377	0.7025377	0.1600048	656	0	0	1
1.438721	103.8303	768098	950000	89	1	17.3338046	0.2058830	0.5753698	4.8793547	0.8250810	0.4231059	0.5270620	0.3779550	0.6183239	0.9792129	0.7025377	0.7025377	0.1600048	656	0	0	1
1.438721	103.8303	768140	969444	80	1	17.3338046	0.2058830	0.5753698	4.8793547	0.8250810	0.4231059	0.5270620	0.3779550	0.6183239	0.9792129	0.7025377	0.7025377	0.1600048	656	0	0	1
1.438721	103.8303	768141	852000	80	1	17.3338046	0.2058830	0.5753698	4.8793547	0.8250810	0.4231059	0.5270620	0.3779550	0.6183239	0.9792129	0.7025377	0.7025377	0.1600048	656	0	0	1
1.310015	103.7611	127140	1605400	121	5	10.4605290	0.0978970	0.7932945	3.3129732	0.2508398	0.3053488	0.7347630	0.1508752	0.5476708	2.6705193	0.6468146	0.3006187	0.1292504	659	1	1	0
1.310354	103.7613	127146	1739000	121	5	10.4489877	0.0801100	0.8036136	3.2986266	0.2386873	0.3438848	0.6909928	0.1692307	0.5487435	2.6379955	0.6027736	0.2980274	0.1648789	659	1	1	0
1.309386	103.7609	127158	1481500	113	5	10.4624532	0.0942305	0.7640665	3.3537447	0.2987680	0.2363525	0.8037667	0.1291240	0.5708688	2.7119955	0.7177066	0.3344889	0.0743362	659	1	1	0
1.310666	103.7615	127159	1635000	132	5	10.4367850	0.0799254	0.8139333	3.2870550	0.2358814	0.3806582	0.6495984	0.1930929	0.5544953	2.6066048	0.5612507	0.3030318	0.2021755	659	1	1	0
1.310822	103.7619	127160	1612000	120	5	10.4022447	0.1063337	0.8013031	3.3010698	0.2639910	0.4048756	0.6108934	0.2030877	0.5438547	2.5623200	0.5252532	0.3358975	0.1898162	659	1	1	0
1.310905	103.7622	127161	2000000	141	5	10.3688677	0.1400414	0.7864049	3.3192276	0.2954289	0.4069162	0.5817535	0.2133461	0.5272878	2.5236053	0.4995071	0.3696409	0.1522537	659	1	1	0
1.310799	103.7627	127162	1935000	141	5	10.3225321	0.1863559	0.7515989	3.3580797	0.3416411	0.3630353	0.5682631	0.2119225	0.5333398	2.4835175	0.4922991	0.3897768	0.1075028	659	1	1	0
1.319279	103.7741	591301	1220000	123	0	9.4645126	0.5487464	0.5567201	3.8550076	0.6547697	0.8235359	1.0203850	0.4335242	0.8002501	1.1528625	1.1939019	0.5895370	0.0713545	660	1	0	1
1.318342	103.7740	591401	1239800	164	0	9.4263070	0.5439849	0.5593684	3.8932705	0.5683763	0.7274130	0.9345463	0.5349505	0.7559335	1.1380504	1.1513824	0.4999714	0.1625954	660	1	0	1
1.317453	103.7738	592001	1501500	163	0	9.4107022	0.5716041	0.5591863	3.9125306	0.4775242	0.6279887	0.8700934	0.6296198	0.7042938	1.1541184	1.0977639	0.4067250	0.2404033	660	1	0	1
1.318274	103.7758	597001	1500000	163	0	9.2406667	0.3438222	0.7583473	4.0785660	0.7076307	0.6675546	0.8337211	0.6063493	0.9392477	0.9392477	1.3398873	0.6340854	0.1789092	660	1	0	1
1.318155	103.7752	599001	1300000	163	0	9.2951837	0.4094908	0.6952481	4.0239732	0.6481569	0.7062272	0.8489910	0.5907950	0.8784111	1.0021701	1.2730594	0.5752995	0.2428677	660	1	0	1
1.386610	103.8413	787056	918000	88	18	11.4480386	0.3409762	1.8323526	7.1118130	0.6273387	0.7566253	0.5554092	0.2798876	1.1533380	2.0376276	1.8007162	1.3944746	0.1476280	664	1	0	1
1.385832	103.8416	787057	970000	107	18	11.3588648	0.3592876	1.7409143	7.1054090	0.5470071	0.7445404	0.5577926	0.3424937	1.0624502	1.9535317	1.7082313	1.3133231	0.0776605	664	1	0	1
1.385420	103.8407	787058	915000	109	18	11.3225598	0.4587492	1.7178311	7.2057070	0.4915604	0.6959493	0.4588312	0.2898991	1.0373730	1.9035037	1.7061210	1.2574279	0.1708290	664	1	0	1
1.386111	103.8404	787059	1025000	131	18	11.4027117	0.4497267	1.8015515	7.2179142	0.5685570	0.7407075	0.4470267	0.2172254	1.1211085	1.9795969	1.7911441	1.3314879	0.1552848	664	1	0	1
1.339380	103.9507	529890	907500	89	16	12.6471915	0.2170332	0.8560893	6.8472629	0.9729445	0.5023302	0.5135194	0.5146341	0.1460640	1.3748683	0.4537936	0.4151072	0.1253608	684	1	0	1
1.338994	103.9515	529891	860000	109	16	12.7037605	0.3125307	0.7878041	6.9156837	1.0658467	0.5300391	0.5043090	0.4464150	0.1330177	1.4597326	0.4520368	0.4171119	0.1472032	684	1	0	1
1.338522	103.9504	529892	920000	109	16	12.5640338	0.2680011	0.9285528	6.7750338	1.0158498	0.6047484	0.6155666	0.5870616	0.2422636	1.4342970	0.5569079	0.5185823	0.1377813	684	1	0	1
1.305793	103.7847	138684	990000	90	18	7.8197011	0.5600669	0.5545451	5.6065447	0.7011095	0.3562646	0.6581299	0.6575205	0.5746895	1.2304386	0.4196598	0.3156519	0.2171510	686	1	0	1
1.305406	103.7832	138685	995000	120	18	7.9659464	0.4606211	0.6850533	5.4905620	0.8390595	0.2565233	0.8134200	0.7863478	0.5957469	1.2766499	0.5832200	0.1754918	0.2215129	686	1	0	1
1.306132	103.7834	138686	1080000	90	18	7.9674332	0.5126326	0.6085283	5.4660244	0.7641167	0.3395710	0.7791779	0.7077605	0.6565315	1.1944592	0.5668395	0.2502878	0.1898798	686	1	0	1
1.305793	103.7847	138687	1350000	116	18	7.8197011	0.5600669	0.5545451	5.6065447	0.7011095	0.3562646	0.6581299	0.6575205	0.5746895	1.2304386	0.4196598	0.3156519	0.2171510	686	1	0	1
1.428727	103.7854	737783	545000	40	1	17.6666513	0.4921117	1.0549145	0.9361110	1.8793431	0.6123848	0.9068902	1.1044815	0.4419383	6.0759440	0.7949113	0.4735962	0.2505542	689	1	0	1
1.428595	103.7853	737784	628000	56	1	17.6558623	0.4946751	1.0580556	0.9514260	1.8890473	0.6280728	0.9109520	1.1122671	0.4571123	6.0845674	0.8101896	0.4677490	0.2648823	689	1	0	1
1.428331	103.7852	737786	600000	40	1	17.6342870	0.4837800	1.0650311	0.9821290	1.9087223	0.6594937	0.9198397	1.1283633	0.4876116	6.1019051	0.8408319	0.4574825	0.2940237	689	1	0	1
1.428066	103.7851	737788	547000	40	1	17.6123363	0.4711090	1.0735075	1.0129396	1.9291546	0.6909105	0.9290613	1.1456068	0.5183101	6.1187414	0.8715997	0.4498973	0.3233153	689	1	0	1
1.427503	103.7851	737793	720000	56	1	17.5578393	0.4695807	1.1088661	1.0753768	1.9821001	0.7525353	0.9324997	1.1944844	0.5807950	6.1359024	0.9340586	0.4593147	0.3747966	689	1	0	1
1.427503	103.7851	737794	599444	47	1	17.5578393	0.4695807	1.1088661	1.0753768	1.9821001	0.7525353	0.9324997	1.1944844	0.5807950	6.1359024	0.9340586	0.4593147	0.3747966	689	1	0	1
1.427503	103.7851	737795	540000	40	1	17.5578393	0.4695807	1.1088661	1.0753768	1.9821001	0.7525353	0.9324997	1.1944844	0.5807950	6.1359024	0.9340586	0.4593147	0.3747966	689	1	0	1
1.427503	103.7851	737796	615000	40	1	17.5578393	0.4695807	1.1088661	1.0753768	1.9821001	0.7525353	0.9324997	1.1944844	0.5807950	6.1359024	0.9340586	0.4593147	0.3747966	689	1	0	1
1.427503	103.7851	737797	555000	40	1	17.5578393	0.4695807	1.1088661	1.0753768	1.9821001	0.7525353	0.9324997	1.1944844	0.5807950	6.1359024	0.9340586	0.4593147	0.3747966	689	1	0	1
1.378176	103.7462	689048	920000	113	15	15.6987189	0.0473510	0.0797163	5.0165586	3.9629112	0.1092776	0.8404029	0.9140602	0.5022056	4.6735374	0.7837885	0.7837885	0.1333361	694	1	0	1
1.378499	103.7467	689049	888000	180	15	15.6858420	0.0701450	0.1350542	5.0567919	4.0096951	0.1317617	0.8208757	0.9071423	0.5536267	4.7329209	0.7584371	0.7435519	0.1090458	694	1	0	1
1.378737	103.7474	689050	780000	89	15	15.6455618	0.1100823	0.2174890	5.0911324	4.0552057	0.1750329	0.8259432	0.8797194	0.6340767	4.8040786	0.7555063	0.6614813	0.0289767	694	1	0	1
1.378075	103.7478	689051	860000	112	15	15.5600999	0.1086375	0.2560039	5.0238766	3.9978196	0.1500328	0.9132240	0.7916130	0.6783227	4.7817711	0.8413758	0.6355867	0.0984459	694	1	0	1
1.345439	103.7261	648163	1276238	92	0	15.5294551	0.2460380	0.5210052	2.2597406	0.5611940	0.4771322	0.6136905	1.0264679	0.5580183	0.8052347	2.0579484	0.4218253	0.1434782	696	1	0	1
1.349631	103.9271	528685	2550000	409	1	11.1394292	0.2724928	0.6265332	5.1674850	1.8804815	0.5367257	1.2992849	1.1695479	1.3046951	1.8780214	1.8892481	1.0271504	0.0885060	696	0	0	1
1.349421	103.9276	528686	1168000	73	1	11.1626287	0.2330102	0.5773995	5.1892125	1.8483061	0.4918614	1.2441011	1.1490701	1.2859364	1.8277259	1.8439758	1.0028758	0.0366939	696	0	0	1
1.349421	103.9276	528688	947500	333	1	11.1626287	0.2330102	0.5773995	5.1892125	1.8483061	0.4918614	1.2441011	1.1490701	1.2859364	1.8277259	1.8439758	1.0028758	0.0366939	696	0	0	1
1.349433	103.9276	528690	935000	86	1	11.1640300	0.2340754	0.5765710	5.1906270	1.8494717	0.4908515	1.2437789	1.1504309	1.2844867	1.8269751	1.8430060	1.0014716	0.0357818	696	0	0	1
1.349631	103.9271	529782	1328000	351	1	11.1394292	0.2724928	0.6265332	5.1674850	1.8804815	0.5367257	1.2992849	1.1695479	1.3046951	1.8780214	1.8892481	1.0271504	0.0885060	696	0	0	1
1.373954	103.7652	678946	1430000	141	15	13.8508772	0.2601374	0.6903872	5.1985830	4.0115181	0.5838367	0.5048998	0.3115291	0.4644648	6.0044935	0.6771332	0.6771332	0.2546019	696	1	0	0
1.373154	103.7657	678948	1330000	124	15	13.7480394	0.2013185	0.6975307	5.1496377	3.9101492	0.6289986	0.4291163	0.2865521	0.3951780	6.0080237	0.7753729	0.7753729	0.2428529	696	1	0	0
1.372564	103.7653	678949	1250000	124	15	13.7339542	0.1986900	0.7762527	5.0692365	3.8619197	0.6129836	0.3541179	0.2112942	0.4436594	5.9344986	0.8306969	0.8306969	0.2185047	696	1	0	0
1.372422	103.7647	678950	1069000	112	15	13.7683314	0.2254629	0.8359036	5.0229339	3.8676405	0.6357367	0.3310259	0.1477932	0.5101465	5.8700299	0.8388819	0.8388819	0.1956586	696	1	0	0
1.334836	103.7851	589627	1720000	124	18	9.2968402	0.1908949	1.2708718	4.7679463	1.1339601	0.6915269	0.1610391	0.2413432	0.3506636	1.9960509	0.8462986	0.2610727	0.1116525	697	1	1	0
1.333898	103.7852	589628	1869000	124	18	9.2281716	0.2945965	1.2141596	4.7722483	1.1908388	0.6468656	0.2404107	0.3455555	0.3074103	1.8925811	0.9119127	0.3510419	0.1924281	697	1	1	0
1.333442	103.7843	589629	3690000	251	18	9.2729323	0.3448282	1.2775517	4.6782483	1.1408097	0.7250482	0.2505265	0.4043198	0.2030003	1.8386323	0.8741483	0.3643928	0.2618593	697	1	1	0
1.334078	103.7833	589630	1880000	271	18	9.4072696	0.2919551	1.4109747	4.5644745	1.0064263	0.7277852	0.1884936	0.3802105	0.1485905	1.9113577	0.7430460	0.2867320	0.2280334	697	1	1	0
1.334729	103.7844	589631	1268888	95	18	9.3488928	0.2019464	1.3294801	4.6931464	1.0738528	0.7549062	0.1186037	0.2627014	0.2859515	1.9815722	0.7912960	0.2318153	0.1198015	697	1	1	0
1.386020	103.7429	689675	1035000	141	11	16.5569769	0.1896229	0.9203288	5.8680142	4.7163909	0.3085153	0.1568116	0.7027092	0.8938503	5.1652494	0.2582561	0.2582561	0.1177411	699	0	0	1
1.385783	103.7425	689676	1050000	113	11	16.5782109	0.1327808	0.9140108	5.8413053	4.6764180	0.3530266	0.2014351	0.7623510	0.8611478	5.1150868	0.3014110	0.3014110	0.0823141	699	0	0	1
1.386074	103.7423	689677	1250000	146	11	16.6092625	0.1514966	0.9485740	5.8735647	4.7042320	0.3731310	0.2209867	0.7581293	0.8922519	5.1365588	0.3222474	0.3222474	0.1150856	699	0	0	1
1.386386	103.7426	689680	1035000	114	11	16.6129148	0.1953080	0.9712475	5.9082610	4.7448843	0.3592870	0.2092241	0.7183791	0.9291990	5.1802742	0.3101495	0.3101495	0.1501132	699	0	0	1
1.386538	103.7428	689681	1270000	137	11	16.6101962	0.2201719	0.9808678	5.9252791	4.7664194	0.3487792	0.2015803	0.6935100	0.9182803	5.2047729	0.3010190	0.3010190	0.1699687	699	0	0	1
1.387185	103.7434	689683	950000	114	11	16.6044391	0.3229999	1.0296929	5.9982005	4.8563882	0.3291690	0.2084791	0.5955780	0.8427308	5.3052965	0.2906213	0.2906213	0.2073011	699	0	0	1
1.387353	103.7438	689684	935000	119	11	16.5902831	0.3181166	1.0402952	6.0177644	4.8849203	0.3181166	0.2136942	0.5539740	0.8245802	5.3405800	0.2845940	0.2845940	0.2232356	699	0	0	1
1.386379	103.7440	689685	1050000	115	11	16.4948218	0.2198929	0.9288231	5.9106612	4.7901402	0.2198929	0.1019283	0.5765035	0.9121253	5.2637757	0.1795123	0.1795123	0.1197065	699	0	0	1
1.386473	103.7434	689686	1035000	115	11	16.5552222	0.2601931	0.9546245	5.9190851	4.7786264	0.2854109	0.1454765	0.6349527	0.9217978	5.2340275	0.2400485	0.2400485	0.1320203	699	0	0	1
1.342441	103.7177	648316	1300000	129	3	16.2374129	0.2949674	0.3604075	2.9227696	0.6285179	0.3820790	0.3893838	0.2801615	0.4362293	0.4362293	1.3702161	0.6934356	0.1964380	712	0	0	1
1.343078	103.7179	648317	930000	81	3	16.2487190	0.2231382	0.4180109	2.9311832	0.6141365	0.4019668	0.3410588	0.3425188	0.3632709	0.3632709	1.4062951	0.6690125	0.2154357	712	0	0	1
1.343084	103.7179	648318	1357500	130	3	16.2517368	0.2226305	0.4196715	2.9342176	0.6111090	0.4047980	0.3435951	0.3438682	0.3635944	0.3635944	1.4035935	0.6661015	0.2158475	712	0	0	1
1.342794	103.7186	648320	1240000	112	3	16.1605534	0.2644954	0.3663430	2.8429233	0.7023737	0.3173943	0.2830611	0.3018708	0.3777572	0.3777572	1.4777427	0.7559903	0.1901426	712	0	0	1
1.373040	103.9020	534198	1430000	116	11	11.3744545	0.4604644	0.9965138	3.5700818	2.3550451	0.4960787	1.0885916	0.5714375	0.4354579	3.0281259	0.9173446	0.5169253	0.1669750	716	1	0	1
1.372767	103.9019	534199	950000	116	11	11.3449990	0.4420142	1.0158704	3.6004325	2.3304160	0.4984390	1.0762163	0.5906992	0.4296109	3.0217034	0.9092413	0.5473979	0.1522220	716	1	0	1
1.372536	103.9018	534201	1239440	167	11	11.3134200	0.4149667	1.0245846	3.6263781	2.2994626	0.4894297	1.0531103	0.5998845	0.4130360	3.0030954	0.8897445	0.5781917	0.1304066	716	1	0	1
1.372260	103.9015	534202	1130000	128	11	11.2716702	0.3758707	1.0315423	3.6577159	2.2563086	0.4739060	1.0180652	0.6085614	0.3877121	2.9730239	0.8592724	0.6183594	0.1029623	716	1	0	1
1.371876	103.9013	534203	950000	115	11	11.2223133	0.3404575	1.0534208	3.7010717	2.2097778	0.4730863	0.9879639	0.6333948	0.3749036	2.9493748	0.8364025	0.6674270	0.1012647	716	1	0	1
1.372271	103.9012	534204	1100000	116	11	11.2547958	0.3419101	1.0103082	3.6576883	2.2295132	0.4410242	0.9822589	0.5893180	0.3518886	2.9366146	0.8228634	0.6328545	0.0678773	716	1	0	1
1.372502	103.9010	534205	918000	116	11	11.2653402	0.3298369	0.9757449	3.6330713	2.2284607	0.4078403	0.9628151	0.5553924	0.3233760	2.9121070	0.7986625	0.6217586	0.0392858	716	1	0	1
1.372731	103.9008	534206	857500	98	11	11.2781839	0.3252432	0.9440393	3.6086000	2.2314223	0.3795719	0.9490402	0.5240420	0.3012110	2.8927391	0.7802046	0.6099959	0.0333451	716	1	0	1
1.372947	103.9010	534207	960000	116	11	11.3127762	0.3617169	0.9395438	3.5833578	2.2682841	0.3964709	0.9816641	0.5166710	0.3280871	2.9207622	0.8095664	0.5747783	0.0698286	716	1	0	1
1.373218	103.9013	534208	950000	116	11	11.3545015	0.4046885	0.9338267	3.5520932	2.3119833	0.4179388	1.0196457	0.5090154	0.3608354	2.9527280	0.8437876	0.5326623	0.1134973	716	1	0	1
1.373444	103.9016	534209	965000	115	11	11.3922708	0.4456380	0.9344610	3.5260648	2.3528716	0.4443242	1.0574901	0.5093383	0.3957838	2.9856580	0.8789695	0.4948221	0.1542774	716	1	0	1
1.338854	103.9355	478929	1030000	112	14	11.1669966	0.6825249	0.8095606	5.2658217	0.8326057	0.2574910	0.4613811	0.9720616	0.6228682	1.5356276	1.5874452	0.7121230	0.1877510	720	0	0	1
1.338563	103.9359	478930	1030000	114	14	11.1828762	0.6469434	0.8164366	5.2877059	0.7867087	0.2234106	0.4802799	1.0133027	0.5989838	1.5375008	1.5459483	0.6661663	0.2203102	720	0	0	1
1.338248	103.9362	478931	838000	102	14	11.1935563	0.6110266	0.7838195	5.3045765	0.7409297	0.1933502	0.4983388	1.0314895	0.5747735	1.5314163	1.5036604	0.6204291	0.2543478	720	0	0	1
1.337913	103.9365	478932	1200000	143	14	11.2022652	0.5748308	0.7338274	5.3198670	0.6939832	0.1699889	0.5187584	0.9826136	0.5514338	1.4892368	1.4598971	0.5736180	0.2910800	720	0	0	1
1.337683	103.9353	478927	1150000	114	15	11.0697644	0.5588034	0.6985067	5.1812654	0.7332383	0.1405550	0.3766310	0.9528117	0.4895853	1.4925253	1.4720484	0.6141847	0.1555744	720	0	0	1
1.337693	103.9352	478928	1160000	123	15	11.0691578	0.5602180	0.6981138	5.1804276	0.7349861	0.1422424	0.3756049	0.9511843	0.4905282	1.4940051	1.4735956	0.6159496	0.1538619	720	0	0	1
1.337690	103.9353	478936	1270000	123	15	11.0704879	0.5595449	0.6992857	5.1819134	0.7337621	0.1411406	0.3772031	0.9530064	0.4904447	1.4932380	1.4727267	0.6146882	0.1556780	720	0	0	1
1.293000	103.8057	148954	1515000	111	13	5.1936678	0.1259907	0.3046065	5.7665252	0.3091093	0.0807521	0.1981356	1.4588945	0.4144158	2.8454003	0.4964936	0.3751035	0.0690649	722	1	0	1
1.293043	103.8062	148955	1455000	110	13	5.1324941	0.1734965	0.3501306	5.7082475	0.3719382	0.0979403	0.1918971	1.4690467	0.3762138	2.8034089	0.5111088	0.4291146	0.0932154	722	1	0	1
1.292273	103.8065	148957	1450000	110	13	5.0921394	0.2452313	0.4239416	5.6573225	0.4101258	0.1460962	0.2802534	1.3870889	0.4436198	2.7260712	0.4350638	0.4109527	0.0827235	722	1	0	1
1.372972	103.9426	518205	905000	85	0	14.1565440	0.4111369	1.5175454	5.7243895	3.0409998	0.2372711	0.7429999	0.1856801	0.3910334	1.8717594	0.8032655	0.5409214	0.0928397	724	0	0	1
1.372949	103.9427	518206	1220000	123	0	14.1674056	0.3936073	1.5103714	5.7397774	3.0371665	0.2292496	0.7253677	0.2003687	0.3770535	1.8628116	0.7854805	0.5444153	0.0960371	724	0	0	1
1.372813	103.9444	518210	1044000	82	0	14.2873110	0.2147557	1.3973935	5.8915259	3.0148846	0.2147689	0.5447739	0.3693536	0.2529185	1.7895319	0.6038919	0.5562794	0.1318900	724	0	0	1
1.372207	103.9436	518216	1360000	143	0	14.1783116	0.3151157	1.4080396	5.8648692	2.9498864	0.2761652	0.6371210	0.2762717	0.3587513	1.7525191	0.6898480	0.6232641	0.1687492	724	0	0	1
1.373026	103.9439	518209	1245000	123	4	14.2637738	0.2676406	1.4575156	5.8333073	3.0396201	0.1836338	0.5996227	0.3212498	0.2709484	1.8284431	0.6608592	0.5589051	0.0830637	724	0	0	1
1.372376	103.9439	518215	1409000	143	4	14.2169959	0.2754706	1.4192492	5.8811292	2.9673910	0.2558207	0.5993970	0.3125663	0.3219899	1.7585497	0.6537032	0.6053090	0.1536486	724	0	0	1
1.293385	103.8279	248358	1680000	113	18	2.8213227	0.2288130	0.2716287	3.5412519	0.3817504	0.1001608	0.6464614	0.5205813	0.5407471	2.0566827	0.4511767	0.1162134	0.1514458	728	1	0	0
1.293814	103.8293	248362	2552000	158	18	2.6965868	0.2316109	0.3130426	3.4385484	0.2646603	0.2626801	0.4844152	0.4370023	0.7020382	2.1399835	0.2955309	0.2787881	0.1276442	728	1	0	0
1.293106	103.8295	248364	1630000	113	18	2.6492306	0.2417750	0.2429068	3.3795361	0.2085471	0.2417750	0.4892957	0.3666651	0.6916245	2.0695323	0.2831786	0.2831786	0.1910870	728	1	0	0
1.293167	103.8286	248368	1305000	126	18	2.7448700	0.2324689	0.2338388	3.4671114	0.3051668	0.1669746	0.5823538	0.4472869	0.5984008	2.0493729	0.3811820	0.1830355	0.1843927	728	1	0	0
1.296124	103.8672	437431	1422500	130	18	2.2148477	0.9785899	0.8566036	2.6238178	0.8626390	1.1767108	0.6882915	0.8439902	1.4232269	1.7500919	0.7718352	0.8359865	0.1592910	737	0	0	1
1.295509	103.8669	437433	2200000	183	18	2.1474509	1.0387201	0.8187277	2.5485914	0.9120015	1.1912640	0.7318034	0.8848395	1.4407370	1.7957141	0.8025626	0.8025626	0.2314412	737	0	0	1
1.295970	103.8664	437434	1719999	124	18	2.1371583	0.9723752	0.7698763	2.5647065	0.8455314	1.1415780	0.7057218	0.8146846	1.3675732	1.8371450	0.7499802	0.7499802	0.2010297	737	0	0	1
1.297226	103.8672	437436	2861666	208	18	2.2905843	0.8595944	0.8777196	2.7274688	0.7534858	1.0808244	0.6843476	0.7446805	1.3510520	1.7335304	0.6548069	0.8496236	0.0388728	737	0	0	1
1.363974	103.8326	575574	1215000	114	11	9.1257912	0.3295756	1.2695842	8.4381614	0.7969505	0.4650114	0.1036501	0.2325014	0.9596370	0.9854343	1.0440646	0.6108347	0.1324762	756	0	0	1
1.364003	103.8319	575575	1214000	130	11	9.1469944	0.3069480	1.3269742	8.5017676	0.8672820	0.5173192	0.1313145	0.2793601	1.0189267	1.0522524	1.0370951	0.6691418	0.2085734	756	0	0	1
1.364412	103.8311	575577	1195000	114	11	9.2129472	0.3294378	1.4242416	8.6014043	0.9138378	0.5624536	0.2258314	0.3752252	1.0690583	1.1156151	1.0778618	0.7206560	0.3070546	756	0	0	1
1.364998	103.8307	575578	1200000	114	11	9.2847709	0.3932230	1.4945678	8.6689968	0.8421397	0.5630324	0.2970313	0.4194659	1.0684507	1.1261490	1.1431788	0.7239388	0.2963264	756	0	0	1
1.377538	103.7581	689408	1380000	187	31	14.6873085	0.1378487	0.5229381	5.2325441	4.4070398	0.4599670	0.4230795	0.2080607	0.4930510	5.5812450	0.3530257	0.3530257	0.0670748	762	0	0	1
1.377107	103.7581	689426	1225000	180	31	14.6558244	0.1012934	0.5471369	5.1864517	4.3644433	0.4928362	0.4512506	0.1657123	0.5368234	5.5490334	0.3902945	0.3902945	0.1051336	762	0	0	1
1.376991	103.7579	689433	1320000	180	31	14.6636523	0.0976397	0.5361551	5.1662954	4.3410992	0.4877455	0.4781690	0.1419202	0.5418474	5.5223598	0.4156702	0.4156702	0.1102352	762	0	0	1
1.290360	103.8046	159957	1825000	140	18	5.2628184	0.3850091	0.4436211	5.7924051	0.3709237	0.3233399	0.5118126	1.1633031	0.7250842	2.7442224	0.2137555	0.1843762	0.1163912	775	1	1	0
1.289831	103.8042	159958	2105000	164	18	5.2968217	0.3313450	0.4290659	5.8171334	0.3930578	0.3843418	0.5808927	1.1064027	0.7969368	2.7425121	0.1824411	0.1775356	0.1577180	775	1	1	0
1.288403	103.8043	159959	1413888	115	18	5.2758249	0.1741820	0.3351403	5.7739912	0.2349251	0.3359981	0.7308752	0.9480551	0.9351090	2.6489467	0.1110711	0.1110711	0.1404438	775	1	1	0
1.288930	103.8045	159960	2220000	170	18	5.2554116	0.2366248	0.3416737	5.7625291	0.2919961	0.3426091	0.6675835	1.0050666	0.8709813	2.6599175	0.0938423	0.0938423	0.1154945	775	1	1	0
1.289449	103.8050	159961	2450000	193	18	5.2038804	0.3089627	0.3374527	5.7206732	0.3545359	0.3311218	0.5987129	1.0621468	0.7943545	2.6461343	0.1034043	0.1034043	0.1030472	775	1	1	0
1.359285	103.8826	545018	1091500	84	9	9.0521377	0.2118757	0.8533334	4.7170591	0.3799302	0.1180456	0.3145764	0.1912881	0.8496575	1.7416581	0.2817592	0.2328095	0.2338008	778	0	0	1
1.359071	103.8831	545020	1421500	132	9	9.0513618	0.1937768	0.8108901	4.6809167	0.3246370	0.1529931	0.2713029	0.2347421	0.7916828	1.7899710	0.2300757	0.1896344	0.2309939	778	0	0	1
1.359249	103.8835	545022	1120000	84	9	9.0860785	0.1759516	0.8159161	4.6904125	0.2829357	0.1995749	0.2246368	0.2421570	0.7537825	1.7956360	0.1854341	0.1854341	0.2371167	778	0	0	1
1.359437	103.8837	545023	1120000	84	9	9.1138787	0.1520092	0.8297929	4.7058700	0.2633460	0.2201368	0.1964049	0.2419908	0.7369619	1.7901969	0.1624746	0.1624746	0.2084178	778	0	0	1
1.360665	103.8836	545024	1295000	121	9	9.2348548	0.2084037	0.9645090	4.8413129	0.3234516	0.1993719	0.2056841	0.1677498	0.7908126	1.6718532	0.2216213	0.2216213	0.1859165	778	0	0	1
1.359570	103.8830	548189	1310000	114	9	9.0973399	0.2292408	0.8673378	4.7377887	0.3419297	0.1439411	0.2664988	0.1805266	0.8155073	1.7359792	0.2402373	0.2402373	0.2758845	778	0	0	1
1.359706	103.8832	548190	1400000	157	9	9.1199515	0.2079147	0.8742174	4.7472502	0.3226367	0.1582980	0.2415823	0.1823110	0.7973693	1.7352329	0.2194370	0.2194370	0.2492348	778	0	0	1
1.360000	103.8834	548191	1358000	114	9	9.1558003	0.1996629	0.9008384	4.7756283	0.3169879	0.1651630	0.2234113	0.1711849	0.7920645	1.7161254	0.2121042	0.2121042	0.2239934	778	0	0	1
1.360300	103.8832	548192	1500000	131	9	9.1810785	0.2241898	0.9367585	4.8112174	0.3420094	0.1502752	0.2386729	0.1411201	0.8158384	1.6806736	0.2370804	0.2370804	0.2304966	778	0	0	1
1.360496	103.8834	548193	1239000	114	9	9.2086485	0.2167460	0.9522022	4.8280563	0.3338474	0.1726085	0.2229135	0.1500233	0.8050982	1.6737580	0.2299032	0.2299032	0.2090371	778	0	0	1
1.346410	103.7233	649411	1112500	104	7	15.8591507	0.1283753	0.5441574	2.5773561	0.6481089	0.2960455	0.3730864	0.8756011	0.2309539	0.4873063	2.0944044	0.2880022	0.1105656	841	0	0	1
1.345240	103.7229	649412	1225000	103	8	15.8443383	0.2634793	0.6435576	2.5443500	0.6949951	0.2763483	0.2634890	0.7451346	0.2982717	0.4530886	2.0072451	0.4254223	0.1353319	841	0	0	1
1.345822	103.7231	649413	1010000	86	8	15.8495614	0.1947135	0.5930928	2.5580493	0.6702528	0.2801018	0.3171313	0.8111271	0.2593192	0.4675753	2.0520119	0.3561668	0.1471921	841	0	0	1
1.404865	103.9001	828779	1007500	72	0	14.4667549	0.2874563	2.8007237	0.2635867	5.3132718	0.1272105	0.2635867	0.8612772	0.4707052	4.5299862	0.7233960	0.2278495	0.2037489	882	1	0	1
1.404789	103.9003	828780	1050000	97	0	14.4670612	0.2916960	2.7957825	0.2436637	5.3116254	0.1158820	0.2436637	0.8549383	0.4761672	4.5368944	0.7034815	0.2088066	0.1855818	882	1	0	1
1.404789	103.9003	828781	1120000	112	0	14.4670612	0.2916960	2.7957825	0.2436637	5.3116254	0.1158820	0.2436637	0.8549383	0.4761672	4.5368944	0.7034815	0.2088066	0.1855818	882	1	0	1
1.404789	103.9003	828782	1230000	72	0	14.4670612	0.2916960	2.7957825	0.2436637	5.3116254	0.1158820	0.2436637	0.8549383	0.4761672	4.5368944	0.7034815	0.2088066	0.1855818	882	1	0	1
1.404789	103.9003	828783	1180000	97	0	14.4670612	0.2916960	2.7957825	0.2436637	5.3116254	0.1158820	0.2436637	0.8549383	0.4761672	4.5368944	0.7034815	0.2088066	0.1855818	882	1	0	1
1.405625	103.8994	828784	860000	85	0	14.5193959	0.2463831	2.8747055	0.3331129	5.3743481	0.2299791	0.3331129	0.8438583	0.5135836	4.5543254	0.7837389	0.2837808	0.2530139	882	1	0	1
1.404789	103.9003	828786	1250000	105	0	14.4670612	0.2916960	2.7957825	0.2436637	5.3116254	0.1158820	0.2436637	0.8549383	0.4761672	4.5368944	0.7034815	0.2088066	0.1855818	882	1	0	1
1.404789	103.9003	828787	1190000	112	0	14.4670612	0.2916960	2.7957825	0.2436637	5.3116254	0.1158820	0.2436637	0.8549383	0.4761672	4.5368944	0.7034815	0.2088066	0.1855818	882	1	0	1
1.404789	103.9003	828830	980000	85	0	14.4670612	0.2916960	2.7957825	0.2436637	5.3116254	0.1158820	0.2436637	0.8549383	0.4761672	4.5368944	0.7034815	0.2088066	0.1855818	882	1	0	1
1.405306	103.9005	828831	1180000	97	0	14.5295352	0.3148968	2.8564349	0.2145395	5.3737781	0.1741240	0.2145395	0.7941808	0.5223010	4.5971776	0.6708796	0.1764156	0.1502078	882	1	0	1
1.404789	103.9003	828833	1119000	97	0	14.4670612	0.2916960	2.7957825	0.2436637	5.3116254	0.1158820	0.2436637	0.8549383	0.4761672	4.5368944	0.7034815	0.2088066	0.1855818	882	1	0	1
1.311673	103.9390	469987	1600000	122	11	10.2189509	0.3249964	1.0724815	5.1686408	0.6778351	0.2758909	0.2864199	0.6694932	0.9682475	0.9682475	1.4856631	1.4235674	0.3506456	906	1	0	1
1.311351	103.9386	469988	2285000	145	11	10.1643725	0.3805643	1.0985429	5.1281671	0.6202916	0.3220869	0.3443059	0.6821164	1.0263325	1.0263325	1.5231394	1.4683716	0.3699511	906	1	0	1
1.311782	103.9394	469986	1570000	125	12	10.2596300	0.2946931	1.0699500	5.2054856	0.7137089	0.2590176	0.2471039	0.6780562	0.9314179	0.9314179	1.4731538	1.4042875	0.3509016	906	1	0	1
1.311155	103.9397	469990	1690000	181	12	10.2710052	0.3457361	1.1458858	5.2484843	0.6925972	0.3287457	0.2684197	0.7550064	0.9570720	0.9570720	1.5431593	1.4674520	0.4264642	906	1	0	1
1.311316	103.9401	469991	2000000	145	12	10.3221143	0.3165806	1.1426761	5.2933986	0.7414118	0.3175154	0.2252736	0.7657005	0.9117327	0.9117327	1.5272225	1.4433956	0.3982943	906	1	0	1
1.311646	103.9403	469992	1650000	115	12	10.3513317	0.2773271	1.1142555	5.3074273	0.7791252	0.2870403	0.1841778	0.7472367	0.8715510	0.8715510	1.4918911	1.4048617	0.3591307	906	1	0	1
1.311980	103.9403	469993	1519952	115	12	10.3638845	0.2404451	1.0799667	5.3041322	0.8039655	0.2524917	0.1542249	0.7190352	0.8432173	0.8432173	1.4550406	1.3678523	0.3222332	906	1	0	1
1.310929	103.8578	207227	1300000	53	6	3.0773464	0.1554001	0.3759207	3.8798696	0.4123288	0.3773684	0.3826614	0.0727644	0.7786188	2.9523878	0.1408040	0.1408040	0.1108770	910	0	1	0
1.311368	103.8572	207229	1292500	112	6	3.1108669	0.0824290	0.4482232	3.9231893	0.4491541	0.3462661	0.3041837	0.1037166	0.7284336	2.8973667	0.0634107	0.0634107	0.1882412	910	0	1	0
1.310284	103.8572	207223	1350000	80	7	2.9914796	0.1435592	0.3533664	3.8026294	0.3286322	0.4631624	0.3607239	0.1736814	0.7029232	3.0163784	0.1444878	0.1444878	0.0705182	910	0	1	0
1.310369	103.8573	207224	1350000	115	7	3.0048843	0.1471509	0.3487329	3.8134922	0.3404750	0.4489208	0.3699003	0.1541478	0.7128247	3.0087464	0.1445870	0.1445870	0.0770631	910	0	1	0
1.310372	103.8575	207225	1660000	112	7	3.0095148	0.1599768	0.3378680	3.8153940	0.3443567	0.4442020	0.3852704	0.1430964	0.7141807	3.0102719	0.1550374	0.1550374	0.0797355	910	0	1	0
1.340421	103.7673	596738	1115000	96	17	11.2722000	0.0935484	1.7562706	2.8949367	0.9786913	0.5462694	0.9720407	0.1430519	0.3413631	3.2171303	1.2799577	1.0092902	0.1230110	928	1	1	0
1.341340	103.7673	596739	1255000	127	17	11.3297650	0.1752853	1.7048337	2.9244059	0.9957205	0.5407367	0.9699980	0.1688150	0.4421957	3.3008596	1.2979266	0.9934718	0.2121514	928	1	1	0
1.342110	103.7673	596740	1330000	126	17	11.3758907	0.0900690	1.6681492	2.9545393	1.0146593	0.5066184	0.9733956	0.2283362	0.5273468	3.3700389	1.3158528	0.9850170	0.2891270	928	1	1	0
1.342380	103.7684	596741	1365000	130	17	11.2951998	0.1395012	1.7640559	3.0767667	0.9116144	0.4394826	0.8595751	0.3350004	0.5815636	3.3306697	1.2108091	0.8656183	0.1859036	928	1	1	0
1.341584	103.7694	596742	1820000	96	17	11.1454334	0.0818867	1.9103964	3.1638699	0.7680879	0.3011363	0.7288572	0.4024915	0.5527636	3.1923658	1.0689454	0.7492722	0.1430518	928	1	1	0
1.342944	103.7695	596743	1396500	132	17	11.2262155	0.1062052	1.8609992	3.2192768	0.8200642	0.3497785	0.7471543	0.4056225	0.6882145	3.3189091	1.1129582	0.7396646	0.0904658	928	1	1	0
1.342019	103.7698	596744	1350000	131	17	11.1440580	0.1056632	1.9239902	3.2124067	0.7511609	0.2781811	0.6985817	0.4183346	0.6125966	3.2159832	1.0495823	0.7098059	0.0834061	928	1	1	0
1.341813	103.7686	596746	1362500	130	17	11.2376466	0.1752186	1.8136448	3.0813095	0.8660779	0.3987840	0.8254106	0.3236010	0.5314303	3.2633966	1.1670334	0.8413768	0.2058899	928	1	1	0
1.340967	103.7678	596748	1365000	132	17	11.2598283	0.1753736	1.7741924	2.9656979	0.9322839	0.4845756	0.9133848	0.2046019	0.4126694	3.2348023	1.2344598	0.9432048	0.1571867	928	1	1	0
1.343793	103.7340	609774	1009750	100	21	14.6622245	0.3253731	0.5342219	1.5000195	0.3531944	0.3938273	0.2226265	1.7631504	0.5535034	1.6997861	1.3369736	0.3727211	0.0695264	950	1	0	1
1.343667	103.7346	609775	1260000	129	21	14.5935212	0.3653794	0.5892593	1.4466865	0.3469489	0.3476903	0.2688787	1.8281299	0.5850614	1.7710751	1.2895202	0.4388103	0.0369416	950	1	0	1
1.342966	103.7341	609776	1070700	114	21	14.6121504	0.4045116	0.6153736	1.4224983	0.4097339	0.3456625	0.1797355	1.7535741	0.6454024	1.7260868	1.2542677	0.4393591	0.1058876	950	1	0	1
1.342216	103.7352	609778	1090000	114	21	14.4685114	0.3802086	0.5660500	1.2828840	0.3203631	0.2011462	0.2869057	1.8582045	0.6349369	1.8605821	1.1206597	0.5830440	0.0336296	950	1	0	1
1.343704	103.7346	609781	995000	114	21	14.5999568	0.3695633	0.5827601	1.4530618	0.3522967	0.3542175	0.2668604	1.8240726	0.5795233	1.7653865	1.2956502	0.4322835	0.0325378	950	1	0	1
1.344370	103.7327	609782	1050000	114	21	14.8236807	0.1928274	0.4021679	1.6437246	0.1917468	0.3068812	0.2214449	1.6365677	0.4794777	1.5435558	1.4721642	0.2172336	0.1376797	950	1	0	1
1.344069	103.7334	609783	975000	114	21	14.7400912	0.2574481	0.4683580	1.5687727	0.2752823	0.3825578	0.2065378	1.7011675	0.5130309	1.6242130	1.4013301	0.2969520	0.1203596	950	1	0	1
1.267601	103.8152	98635	2060000	126	11	4.4271840	0.3856831	0.5647250	4.4972271	0.9410573	0.2047773	0.6218342	0.9177690	1.2061657	1.3089624	0.6635772	0.6635772	0.1498655	969	1	0	1
1.267239	103.8161	98637	1890000	119	11	4.3534494	0.4232380	0.6589312	4.4086935	0.8888032	0.2843536	0.5149812	0.9243073	1.2626910	1.2626910	0.5598229	0.5598229	0.0735026	969	1	0	1
1.267487	103.8162	98638	1825000	118	11	4.3251216	0.4315042	0.6514827	4.3846630	0.8567858	0.2734832	0.5057214	0.8930517	1.2302946	1.2302946	0.5632857	0.5632857	0.0511976	969	1	0	1
1.267144	103.8165	98639	3095590	432	11	4.3138138	0.3827743	0.6999827	4.3634455	0.8604369	0.3222048	0.4650683	0.9231123	1.2360896	1.2360896	0.5153219	0.5153219	0.0401856	969	1	0	1
1.266390	103.8168	98641	1870000	119	11	4.3157385	0.2944119	0.7877479	4.3454569	0.8956209	0.4120440	0.4101744	0.9983248	1.2730059	1.2730059	0.4329406	0.4329406	0.1195492	969	1	0	1
1.266388	103.8164	98642	1900000	119	11	4.3627367	0.3329432	0.7538971	4.3963615	0.9302779	0.3832634	0.4623160	1.0079617	1.3071879	1.3071879	0.4764533	0.4764533	0.1231797	969	1	0	1
1.266197	103.8161	98643	1380000	83	11	4.4025714	0.3478502	0.7500960	4.4344810	0.9688573	0.3864984	0.4945859	1.0360429	1.3455542	1.3455542	0.4953817	0.4953817	0.1552576	969	1	0	1
1.265864	103.8160	98644	1970000	123	11	4.4276406	0.3375633	0.7750279	4.4529255	1.0025129	0.4169299	0.5035655	1.0741746	1.3795252	1.3795252	0.4879742	0.4879742	0.1927659	969	1	0	1
1.265775	103.8157	98645	1950000	124	11	4.4612894	0.3630379	0.7657648	4.4870820	1.0318670	0.4157660	0.5365899	1.0917730	1.4039318	1.4085711	0.5145643	0.5145643	0.2165251	969	1	0	1
1.266429	103.8155	98650	1940000	124	11	4.4516158	0.4185972	0.6908863	4.4935287	0.9981268	0.3390778	0.5635689	1.0290745	1.3302493	1.3728520	0.5670213	0.5670213	0.1768528	969	1	0	1
1.266183	103.8152	98651	2065000	112	11	4.4910759	0.4325609	0.6985404	4.5298066	1.0391207	0.3589217	0.5923568	1.0644673	1.3350021	1.4137761	0.5832378	0.5832378	0.2178460	969	1	0	1
1.265641	103.8147	98652	1845000	114	11	4.5676511	0.4632838	0.7278762	4.5987188	1.1209406	0.4137747	0.6487016	1.1396871	1.3557608	1.4957415	0.6157679	0.6157679	0.2994335	969	1	0	1
1.265902	103.8138	98654	3759000	193	11	4.6485685	0.3833801	0.6656921	4.6924169	1.0728494	0.3971207	0.6884217	1.1534785	1.2797571	1.5510320	0.7237784	0.7237784	0.3685315	969	1	0	1
1.266309	103.8140	98655	2565000	152	11	4.6027005	0.3641190	0.6316071	4.6531594	1.0579302	0.3465324	0.6757748	1.1000886	1.2541291	1.4990647	0.7097250	0.7097250	0.3225128	969	1	0	1
1.267099	103.8148	98657	1870000	124	11	4.4868788	0.3735554	0.5887959	4.5485348	1.0066359	0.2526279	0.6474703	0.9846067	1.2267332	1.3758444	0.6674463	0.6674463	0.2130571	969	1	0	1
1.313010	103.9399	469974	1030000	110	18	10.3613185	0.1451539	0.9591289	5.2516423	0.8558874	0.1316835	0.1434541	0.6068793	0.7945167	0.7945167	1.3385598	1.2595627	0.2222515	1038	1	0	1
1.312745	103.9392	469975	832500	90	18	10.2801438	0.2157415	0.9635029	5.1795563	0.7843045	0.1541887	0.2211462	0.5816729	0.8723317	0.8723317	1.3663396	1.3018230	0.2479587	1038	1	0	1
1.312745	103.9392	469976	1012000	86	18	10.2801438	0.2157415	0.9635029	5.1795563	0.7843045	0.1541887	0.2211462	0.5816729	0.8723317	0.8723317	1.3663396	1.3018230	0.2479587	1038	1	0	1
1.312372	103.9387	469970	958000	133	19	10.2115553	0.2867287	0.9897849	5.1262206	0.7154520	0.2113640	0.2866564	0.5857229	0.9440705	0.9440705	1.4093298	1.3550952	0.2677234	1038	1	0	1
1.312343	103.9384	469971	885000	89	19	10.1797626	0.2955185	0.9868527	5.0944824	0.6935567	0.2292052	0.3188778	0.5739040	0.9719965	0.9719965	1.4144712	1.3662555	0.2609184	1038	1	0	1
1.312468	103.9382	469972	940000	110	19	10.1573072	0.2757329	0.9686806	5.0648289	0.6891274	0.2339431	0.3436577	0.5496226	0.9869781	0.9869781	1.4029361	1.3605083	0.2373576	1038	1	0	1
1.312745	103.9392	469973	905000	91	19	10.2801438	0.2157415	0.9635029	5.1795563	0.7843045	0.1541887	0.2211462	0.5816729	0.8723317	0.8723317	1.3663396	1.3018230	0.2479587	1038	1	0	1
1.281990	103.8030	109684	3392440	350	2	5.3914452	0.3304403	0.7207522	5.7820472	0.5041266	0.7204604	1.0788482	0.3072383	0.8846247	2.4615107	0.6161710	0.7673105	0.0795551	1040	1	0	1
1.282145	103.8028	109685	2743530	211	2	5.4192563	0.2972896	0.7252305	5.8123153	0.4979396	0.7249822	1.0960055	0.3389436	0.9166401	2.4938933	0.6011153	0.7607873	0.1109905	1040	1	0	1
1.282295	103.8025	109686	2700000	99	2	5.4522638	0.2597867	0.7350864	5.8476348	0.4966909	0.7348859	1.1135403	0.3740730	0.9518994	2.5309956	0.5888914	0.7582397	0.1466435	1040	1	0	1
1.282568	103.8026	109687	2362400	174	2	5.4408918	0.2580124	0.7059261	5.8409005	0.4649480	0.7057436	1.1434268	0.3895592	0.9667906	2.5306217	0.5573653	0.7263176	0.1618504	1040	1	0	1
1.282777	103.8025	109688	2382100	184	2	5.4490851	0.2430189	0.6957350	5.8525156	0.4486930	0.6955839	1.1669074	0.4130575	0.9898805	2.5464658	0.5358611	0.7089482	0.1857352	1040	1	0	1
1.282946	103.8021	109689	2629000	191	2	5.4929500	0.1956355	0.7158566	5.8988299	0.4566565	0.7157663	1.1881396	0.4560026	1.0336106	2.5944516	0.5269732	0.7126981	0.2241528	1040	1	0	1
1.283180	103.8020	109690	1830000	95	2	5.5086289	0.1758465	0.7118790	5.9182228	0.4457704	0.7118307	1.2153197	0.4861493	1.0636168	2.6183098	0.5065064	0.6984929	0.2500005	1040	1	0	1
1.283478	103.8022	109691	1380000	93	2	5.4799596	0.2043315	0.6692913	5.8947042	0.4022948	0.6692557	1.2461867	0.4943588	1.0696009	2.6031196	0.4668355	0.6555717	0.2684304	1040	1	0	1
1.283302	103.8029	109693	1668000	191	2	5.4078407	0.2758443	0.6264932	5.8203630	0.3782652	0.6263639	1.2243045	0.4384953	1.0087507	2.5285422	0.4725810	0.6391754	0.2203087	1040	1	0	1
1.282206	103.8037	109694	2228550	191	2	5.3230291	0.3838010	0.6617366	5.7177204	0.4633788	0.6613897	1.1058363	0.2897077	0.8588867	2.4048332	0.5926227	0.7054309	0.0906141	1040	1	0	1
1.283380	103.8037	109695	1300000	100	2	5.3201547	0.3635065	0.5589187	5.7348305	0.3368320	0.5586966	1.2357420	0.4101918	0.9645373	2.4499844	0.4626819	0.5998554	0.2194328	1040	1	0	1
1.283426	103.8040	109696	2124700	191	2	5.2784774	0.3800658	0.5281437	5.6943514	0.3227593	0.5278713	1.2443123	0.4037971	0.9465220	2.4132534	0.4628180	0.5839333	0.2320356	1040	1	0	1
1.283217	103.8042	109697	1853000	191	2	5.2595244	0.4037622	0.5350180	5.6720214	0.3433425	0.5346935	1.2233584	0.3771585	0.9167176	2.3867340	0.4891687	0.5854651	0.2027838	1040	1	0	1
1.282934	103.8041	109698	2571350	191	2	5.2713306	0.4151898	0.5671743	5.6788757	0.3757435	0.5668348	1.1908797	0.3488216	0.8959728	2.3857697	0.5179735	0.6144225	0.1829482	1040	1	0	1
1.282727	103.8042	109699	1280000	93	2	5.2557316	0.4340841	0.5775080	5.6598543	0.3971365	0.5771264	1.1700021	0.3228806	0.8679302	2.3625384	0.5434477	0.6181090	0.1621528	1040	1	0	1
1.282446	103.8039	109701	3123900	355	2	5.2967746	0.4007187	0.6254841	5.6957553	0.4326545	0.6251283	1.1345374	0.3039572	0.8647859	2.3895889	0.5682805	0.6686945	0.1237364	1040	1	0	1
1.282605	103.8036	109702	2290890	174	2	5.3296290	0.3641892	0.6303949	5.7310828	0.4219402	0.6300948	1.1494310	0.3330599	0.8988210	2.4269595	0.5479645	0.6817290	0.1330976	1040	1	0	1
1.282892	103.8037	109703	2359200	174	2	5.3170494	0.3703801	0.5979497	5.7234848	0.3882221	0.5976651	1.1820162	0.3578721	0.9175923	2.4268032	0.5169710	0.6506971	0.1661449	1040	1	0	1
1.283119	103.8035	109704	2427336	174	2	5.3417102	0.3429540	0.5946241	5.7517727	0.3707150	0.5943963	1.2055708	0.3906173	0.9526829	2.4592142	0.4904276	0.6338856	0.1895123	1040	1	0	1
1.282619	103.8034	109705	2444000	174	2	5.3521915	0.3417801	0.6430278	5.7537172	0.4263834	0.6427556	1.1497575	0.3445200	0.9138605	2.4487966	0.5456414	0.6894805	0.1344522	1040	1	0	1
1.282715	103.8029	109707	1365000	97	2	5.4018447	0.2907254	0.6675481	5.8046050	0.4336631	0.6673416	1.1591734	0.3793617	0.9535879	2.4994301	0.5367434	0.6962586	0.1566144	1040	1	0	1
1.312167	103.9375	469977	1132500	204	29	10.0752058	0.3039184	0.9938772	4.9942118	0.6216225	0.3095386	0.4242275	0.5564092	1.0681951	1.0681951	1.4449000	1.3958668	0.2565271	1093	1	0	1
1.312405	103.9369	469978	1080000	87	29	10.0205827	0.2358793	0.9652713	4.9251386	0.6168186	0.3447747	0.4847153	0.5170339	1.1102374	1.1102374	1.4297848	1.3301740	0.2378981	1093	1	0	1
1.311738	103.9356	469981	825000	87	29	9.8586107	0.2323891	1.0495112	4.7905128	0.5043962	0.3428379	0.6137189	0.5893650	1.2737241	1.2737241	1.4704465	1.1839661	0.1935203	1093	1	0	1
1.311366	103.9353	469982	968000	87	29	9.8114890	0.2717134	1.0958146	4.7611082	0.4583419	0.3023324	0.5679144	0.6353417	1.3257463	1.3257463	1.5021165	1.1499047	0.1945918	1093	1	0	1
1.310789	103.9364	469983	1095000	87	29	9.9119023	0.3566073	1.1459457	4.8957256	0.4299131	0.4304998	0.5900236	0.6908835	1.2562242	1.2562242	1.5959757	1.2810365	0.3290847	1093	1	0	1
1.310901	103.9374	469984	990000	87	29	10.0196802	0.3964040	1.1333631	5.0013441	0.4953869	0.4269623	0.4869084	0.6904502	1.1623138	1.1623138	1.5858510	1.3883057	0.3969980	1093	1	0	1
1.310794	103.9380	469985	870000	87	29	10.0874100	0.4524676	1.1510293	5.0768847	0.5332773	0.4016737	0.4296019	0.7196048	1.1132492	1.1132492	1.5891392	1.4636936	0.4141899	1093	1	0	1
1.266244	103.8108	98411	9600000	371	4	4.9297803	0.3113851	0.6193250	5.0011743	0.8665764	0.5481271	0.4967125	0.8571977	1.1288220	1.7854130	1.0492500	0.8307668	0.4470874	1129	0	0	1
1.266521	103.8099	98414	4500000	243	4	5.0169779	0.3438467	0.6246463	5.0999687	0.7988647	0.6190681	0.4498570	0.7524142	1.0781278	1.8596072	1.1612542	0.7810709	0.4691761	1129	0	0	1
1.266862	103.8097	98415	2900000	120	4	5.0139679	0.3257897	0.5955998	5.1043203	0.7590661	0.6116063	0.4116698	0.7453939	1.0389247	1.8508728	1.1824483	0.7420870	0.4327721	1129	0	0	1
1.266535	103.8105	98416	1500000	76	4	4.9478437	0.2979874	0.5970635	5.0269533	0.8235607	0.5555621	0.4575666	0.8264919	1.0898782	1.7957046	1.0894094	0.7917564	0.4384623	1129	0	0	1
1.266614	103.8104	98417	4680000	193	4	4.9607446	0.3003954	0.5942876	5.0424170	0.8086789	0.5654547	0.4456490	0.8098692	1.0776867	1.8059892	1.1087224	0.7796327	0.4422885	1129	0	0	1
1.267142	103.8110	98418	1919000	106	4	4.8695854	0.2113978	0.5170462	4.9576685	0.7876922	0.4713317	0.4091284	0.8919086	1.0383891	1.7119314	1.0540633	0.7410867	0.3507137	1129	0	0	1
1.267227	103.8108	98419	2550000	91	4	4.8869749	0.2150661	0.5137570	4.9780289	0.7686569	0.4861154	0.3924209	0.8712720	1.0232261	1.7264079	1.0785784	0.7255079	0.3569248	1129	0	0	1
1.351817	103.8813	534071	1445000	113	2	8.2298254	0.0354366	0.4944066	3.9669271	0.9665819	0.1637159	0.8813430	0.1742034	0.4051429	2.4434482	0.3255020	0.6771451	0.1131340	1150	0	0	1
1.352041	103.8801	534073	2750000	259	2	8.2026777	0.0191952	0.6186865	4.0333800	1.0223315	0.1650800	0.7716837	0.1659572	0.5335261	2.3852851	0.2134441	0.7146171	0.0186818	1150	0	0	1
1.352041	103.8801	534074	1185000	103	2	8.2026777	0.0191952	0.6186865	4.0333800	1.0223315	0.1650800	0.7716837	0.1659572	0.5335261	2.3852851	0.2134441	0.7146171	0.0186818	1150	0	0	1
1.351829	103.8810	534076	780000	74	2	8.2170436	0.0440378	0.5290473	3.9798121	0.9851681	0.1485580	0.8486560	0.1676005	0.4394981	2.4321130	0.2964980	0.6903029	0.0783333	1150	0	0	1
1.351829	103.8810	534077	758000	51	2	8.2170436	0.0440378	0.5290473	3.9798121	0.9851681	0.1485580	0.8486560	0.1676005	0.4394981	2.4321130	0.2964980	0.6903029	0.0783333	1150	0	0	1
1.351829	103.8810	534080	1420000	113	2	8.2170436	0.0440378	0.5290473	3.9798121	0.9851681	0.1485580	0.8486560	0.1676005	0.4394981	2.4321130	0.2964980	0.6903029	0.0783333	1150	0	0	1
1.351774	103.8813	534083	1340000	113	2	8.2254359	0.0402047	0.4948045	3.9623487	0.9705745	0.1597544	0.8799281	0.1788978	0.4040288	2.4480799	0.3282980	0.6815656	0.1138085	1150	0	0	1
1.351700	103.8812	538752	1120000	92	2	8.2143495	0.0479438	0.5045524	3.9575750	0.9823173	0.1479803	0.8689624	0.1849820	0.4111270	2.4533061	0.3258966	0.6925864	0.1066094	1150	0	0	1
1.351774	103.8813	538755	1400000	113	2	8.2254359	0.0402047	0.4948045	3.9623487	0.9705745	0.1597544	0.8799281	0.1788978	0.4040288	2.4480799	0.3282980	0.6815656	0.1138085	1150	0	0	1
1.349620	103.9591	529942	835000	97	19	14.0185590	0.2536240	0.6339597	8.1421570	1.6660170	0.3899260	0.9176638	0.4163493	0.5266271	1.4189407	1.0149447	0.4940479	0.2771343	1232	1	0	1
1.349466	103.9584	529943	820000	97	19	13.9452416	0.2017404	0.6733268	8.0667071	1.5887371	0.3389500	0.8899108	0.4330718	0.5865234	1.3703692	0.9529274	0.5398826	0.2370000	1232	1	0	1
1.348913	103.9575	529944	750000	87	19	13.8331027	0.1107123	0.6190954	7.9555058	1.4822218	0.3262193	0.7865568	0.4419195	0.6361523	1.3413886	0.8467281	0.6395960	0.1784810	1232	1	0	1
1.348682	103.9580	529945	975000	128	19	13.8622969	0.1260786	0.6748951	7.9895240	1.5246480	0.3745252	0.7958001	0.3889543	0.6817721	1.3950674	0.8578273	0.6374570	0.1457969	1232	1	0	1
1.348030	103.9582	529946	780000	92	19	13.8412872	0.1235165	0.7005794	7.9763424	1.5290433	0.4199257	0.7537238	0.3245919	0.7011608	1.4592275	0.8175488	0.6951004	0.0759318	1232	1	0	1
1.347739	103.9581	529947	750250	89	19	13.8231736	0.1263239	0.6683197	7.9612841	1.5219690	0.4006722	0.7293127	0.3057145	0.7011989	1.4809465	0.7936883	0.7256069	0.0447397	1232	1	0	1
1.346757	103.9586	529948	765000	92	19	13.8149460	0.1390365	0.5627077	7.9670045	1.5637191	0.3843179	0.6477042	0.2042735	0.7716609	1.5977590	0.7671371	0.8075922	0.0989884	1232	1	0	1
1.315001	103.8034	267951	3282200	196	1	6.3662384	0.5825402	0.9778542	7.0882314	0.2884634	0.4187137	0.5209041	0.5457255	0.8475681	0.8475681	1.8912319	1.0269413	0.2477960	1703	1	0	1
1.314652	103.8035	267954	2595900	140	1	6.3302360	0.5851219	0.9668069	7.1164883	0.2943739	0.4411490	0.5261598	0.5693897	0.8672734	0.8672734	1.8889165	1.0242209	0.2051450	1703	1	0	1
1.314623	103.8015	267955	1466100	73	1	6.5235490	0.5430303	0.7977679	6.8975456	0.4988606	0.5954330	0.7073000	0.7140459	1.0228165	1.0228165	1.6862758	0.8248679	0.3436776	1703	1	0	1

To display summary statistics of condo_resale:

summary(condo_resale)

    LATITUDE       LONGITUDE        POSTCODE      SELLING_PRICE     
 Min.   :1.240   Min.   :103.7   Min.   : 18965   Min.   :  540000  
 1st Qu.:1.309   1st Qu.:103.8   1st Qu.:259849   1st Qu.: 1100000  
 Median :1.328   Median :103.8   Median :469298   Median : 1383222  
 Mean   :1.334   Mean   :103.8   Mean   :440439   Mean   : 1751211  
 3rd Qu.:1.357   3rd Qu.:103.9   3rd Qu.:589486   3rd Qu.: 1950000  
 Max.   :1.454   Max.   :104.0   Max.   :828833   Max.   :18000000  
    AREA_SQM          AGE           PROX_CBD       PROX_CHILDCARE    
 Min.   : 34.0   Min.   : 0.00   Min.   : 0.3869   Min.   :0.004927  
 1st Qu.:103.0   1st Qu.: 5.00   1st Qu.: 5.5574   1st Qu.:0.174481  
 Median :121.0   Median :11.00   Median : 9.3567   Median :0.258135  
 Mean   :136.5   Mean   :12.14   Mean   : 9.3254   Mean   :0.326313  
 3rd Qu.:156.0   3rd Qu.:18.00   3rd Qu.:12.6661   3rd Qu.:0.368293  
 Max.   :619.0   Max.   :37.00   Max.   :19.1804   Max.   :3.465726  
 PROX_ELDERLYCARE  PROX_URA_GROWTH_AREA PROX_HAWKER_MARKET PROX_KINDERGARTEN 
 Min.   :0.05451   Min.   :0.2145       Min.   :0.05182    Min.   :0.004927  
 1st Qu.:0.61254   1st Qu.:3.1643       1st Qu.:0.55245    1st Qu.:0.276345  
 Median :0.94179   Median :4.6186       Median :0.90842    Median :0.413385  
 Mean   :1.05351   Mean   :4.5981       Mean   :1.27987    Mean   :0.458903  
 3rd Qu.:1.35122   3rd Qu.:5.7550       3rd Qu.:1.68578    3rd Qu.:0.578474  
 Max.   :3.94916   Max.   :9.1554       Max.   :5.37435    Max.   :2.229045  
    PROX_MRT         PROX_PARK       PROX_PRIMARY_SCH  PROX_TOP_PRIMARY_SCH
 Min.   :0.05278   Min.   :0.02906   Min.   :0.07711   Min.   :0.07711     
 1st Qu.:0.34646   1st Qu.:0.26211   1st Qu.:0.44024   1st Qu.:1.34451     
 Median :0.57430   Median :0.39926   Median :0.63505   Median :1.88213     
 Mean   :0.67316   Mean   :0.49802   Mean   :0.75471   Mean   :2.27347     
 3rd Qu.:0.84844   3rd Qu.:0.65592   3rd Qu.:0.95104   3rd Qu.:2.90954     
 Max.   :3.48037   Max.   :2.16105   Max.   :3.92899   Max.   :6.74819     
 PROX_SHOPPING_MALL PROX_SUPERMARKET PROX_BUS_STOP       NO_Of_UNITS    
 Min.   :0.0000     Min.   :0.0000   Min.   :0.001595   Min.   :  18.0  
 1st Qu.:0.5258     1st Qu.:0.3695   1st Qu.:0.098356   1st Qu.: 188.8  
 Median :0.9357     Median :0.5687   Median :0.151710   Median : 360.0  
 Mean   :1.0455     Mean   :0.6141   Mean   :0.193974   Mean   : 409.2  
 3rd Qu.:1.3994     3rd Qu.:0.7862   3rd Qu.:0.220466   3rd Qu.: 590.0  
 Max.   :3.4774     Max.   :2.2441   Max.   :2.476639   Max.   :1703.0  
 FAMILY_FRIENDLY     FREEHOLD      LEASEHOLD_99YR  
 Min.   :0.0000   Min.   :0.0000   Min.   :0.0000  
 1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000  
 Median :0.0000   Median :0.0000   Median :0.0000  
 Mean   :0.4868   Mean   :0.4227   Mean   :0.4882  
 3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:1.0000  
 Max.   :1.0000   Max.   :1.0000   Max.   :1.0000  

7.2 Converting an Aspatial Data Frame to an sf Object

In this step, we will:

• Use the st_as_sf() function from the sf package to convert the aspatial data frame into a spatial (sf) object.
• Apply st_transform() to reproject the coordinates from the WGS 84 coordinate system (CRS: 4326) to SVY21 (CRS: 3414), commonly used in Singapore.

condo_resale.sf <- st_as_sf(condo_resale,
                            coords = c("LONGITUDE", "LATITUDE"),
                            crs = 4326) %>%
  st_transform(crs = 3414)

head(condo_resale.sf)

Simple feature collection with 6 features and 21 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 22085.12 ymin: 29951.54 xmax: 41042.56 ymax: 34546.2
Projected CRS: SVY21 / Singapore TM
# A tibble: 6 × 22
  POSTCODE SELLING_PRICE AREA_SQM   AGE PROX_CBD PROX_CHILDCARE PROX_ELDERLYCARE
     <dbl>         <dbl>    <dbl> <dbl>    <dbl>          <dbl>            <dbl>
1   118635       3000000      309    30     7.94          0.166            2.52 
2   288420       3880000      290    32     6.61          0.280            1.93 
3   267833       3325000      248    33     6.90          0.429            0.502
4   258380       4250000      127     7     4.04          0.395            1.99 
5   467169       1400000      145    28    11.8           0.119            1.12 
6   466472       1320000      139    22    10.3           0.125            0.789
# ℹ 15 more variables: PROX_URA_GROWTH_AREA <dbl>, PROX_HAWKER_MARKET <dbl>,
#   PROX_KINDERGARTEN <dbl>, PROX_MRT <dbl>, PROX_PARK <dbl>,
#   PROX_PRIMARY_SCH <dbl>, PROX_TOP_PRIMARY_SCH <dbl>,
#   PROX_SHOPPING_MALL <dbl>, PROX_SUPERMARKET <dbl>, PROX_BUS_STOP <dbl>,
#   NO_Of_UNITS <dbl>, FAMILY_FRIENDLY <dbl>, FREEHOLD <dbl>,
#   LEASEHOLD_99YR <dbl>, geometry <POINT [m]>

• The resulting output is a point-based feature data frame.

8 Exploratory Data Analysis

In the section, we will use statistical graphics functions of ggplot2 package to perform EDA.

8.1 EDA using Statistical Graphics

8.2 6.1.1 Plot Distribution

To plot the distribution of SELLING_PRICE by using histograms:

ggplot(data=condo_resale.sf, aes(x=`SELLING_PRICE`)) +
  geom_histogram(bins=20, color="black", fill="light blue")

Note

Observations:

• A right skewed distribution.
• This means that more condominium units were transacted at relative lower prices.
• Statistically, the skewed distribution can be normalised by using log transformation.

condo_resale.sf <- condo_resale.sf %>%
  mutate(`LOG_SELLING_PRICE` = log(SELLING_PRICE))

ggplot(data=condo_resale.sf, aes(x=`LOG_SELLING_PRICE`)) +
  geom_histogram(bins=20, color="black", fill="light blue")

Notice that the distribution is relatively less skewed after the transformation.

8.3 Multiple Histogram Plots for Variable Distribution

In this section, we will create multiple histograms (also known as a trellis plot or small multiples) to visualize the distribution of several variables. We will use the ggarrange() function from the ggpubr package to organize these histograms into a 3-column by 4-row grid layout.

# List of variables to plot
variables <- c("AREA_SQM", "AGE", "PROX_CBD", "PROX_CHILDCARE", 
               "PROX_ELDERLYCARE", "PROX_URA_GROWTH_AREA", 
               "PROX_HAWKER_MARKET", "PROX_KINDERGARTEN", 
               "PROX_MRT", "PROX_PARK", "PROX_PRIMARY_SCH", 
               "PROX_TOP_PRIMARY_SCH")

histograms <- lapply(variables, function(var) {
  ggplot(condo_resale.sf, aes_string(x = var)) + 
    geom_histogram(bins = 20, color = "black", fill = "lightblue")
})

ggarrange(plotlist = histograms, ncol = 3, nrow = 4)

8.4 Drawing a Statistical Point Map

In this section, we will visualize the geospatial distribution of condominium resale prices in Singapore.

• The map will be prepared by using tmap package.
  • tmap_mode("view") to use the interactive mode of tmap
• Then, create an interactive point symbol map
  • tm_dots() is used instead of tm_bubbles()
  • set.zoom.limits argument of tm_view() sets the minimum and maximum zoom level to 11 and 14 respectively.
• Lastly, tmap_mode("plot") to display plot mode

tmap_mode("view")
tmap_options(check.and.fix = TRUE)

tm_shape(mpsz_svy21)+
  tm_polygons() +
tm_shape(condo_resale.sf) +  
  tm_dots(col = "SELLING_PRICE",
          alpha = 0.6,
          style="quantile") +
  tm_view(set.zoom.limits = c(11,14))

tmap_mode("plot")

9 Hedonic Pricing Model in R

In this section, we will build a hedonic pricing model for condominium resale units using the lm() function from base R.

9.1 Simple Linear Regression

We start by modeling SELLING_PRICE as the dependent variable and AREA_SQM as the independent variable.

condo.slr <- lm(SELLING_PRICE ~ AREA_SQM, data = condo_resale.sf)
summary(condo.slr)

Call:
lm(formula = SELLING_PRICE ~ AREA_SQM, data = condo_resale.sf)

Residuals:
     Min       1Q   Median       3Q      Max 
-3695815  -391764   -87517   258900 13503875 

Coefficients:
             Estimate Std. Error t value Pr(>|t|)    
(Intercept) -258121.1    63517.2  -4.064 5.09e-05 ***
AREA_SQM      14719.0      428.1  34.381  < 2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 942700 on 1434 degrees of freedom
Multiple R-squared:  0.4518,    Adjusted R-squared:  0.4515 
F-statistic:  1182 on 1 and 1434 DF,  p-value: < 2.2e-16

Note

Observations:

• The model equation is:
  SELLING_PRICE = -258121.1 + 14719 * AREA_SQM
• R-squared: 0.4518, indicating the model explains 45% of the variation in resale prices.
• P-value: The very small p-value (< 0.0001) indicates strong evidence to reject the null hypothesis, suggesting the model is a good fit.
• Coefficients: Both the intercept and slope have p-values < 0.001, confirming that the parameters are significant predictors.

To visualize the fit, we can plot the data and the regression line:

ggplot(data = condo_resale.sf, aes(x = AREA_SQM, y = SELLING_PRICE)) +
  geom_point() +
  geom_smooth(method = lm)

This scatterplot with a fitted regression line highlights some high-price outliers in the dataset.

9.2 Multiple Linear Regression

9.2.1 Checking for Multicollinearity

Before building a multiple regression model, it is essential to ensure that the independent variables are not highly correlated, as this can lead to multicollinearity, which compromises the model’s quality.

A correlation matrix is useful for visualizing relationships between variables. In this case, we use the corrplot package to plot a correlation matrix for the independent variables.

corrplot(cor(condo_resale[, 5:23]), diag = FALSE, order = "AOE",
         tl.pos = "td", tl.cex = 0.5, method = "number", type = "upper")

Tip

Matrix reorder is very important for mining the hiden structure and patter in the matrix. There are four methods in corrplot (parameter order), named “AOE”, “FPC”, “hclust”, “alphabet”. In the code chunk above, AOE order is used. It orders the variables by using the angular order of the eigenvectors method suggested by Michael Friendly.

Note

Observations:

• From the matrix, we observe that Freehold and LEASE_99YEAR are highly correlated, so only Freehold will be included in the model.

9.3 Building the Multiple Linear Regression Model

We now build a hedonic pricing model using multiple linear regression. The model predicts SELLING_PRICE based on several property characteristics.

condo.mlr <- lm(SELLING_PRICE ~ AREA_SQM + AGE + 
                  PROX_CBD + PROX_CHILDCARE + PROX_ELDERLYCARE +
                  PROX_URA_GROWTH_AREA + PROX_HAWKER_MARKET + 
                  PROX_KINDERGARTEN + PROX_MRT + PROX_PARK + 
                  PROX_PRIMARY_SCH + PROX_TOP_PRIMARY_SCH + 
                  PROX_SHOPPING_MALL + PROX_SUPERMARKET + 
                  PROX_BUS_STOP + NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, 
                data = condo_resale.sf)
summary(condo.mlr)

Call:
lm(formula = SELLING_PRICE ~ AREA_SQM + AGE + PROX_CBD + PROX_CHILDCARE + 
    PROX_ELDERLYCARE + PROX_URA_GROWTH_AREA + PROX_HAWKER_MARKET + 
    PROX_KINDERGARTEN + PROX_MRT + PROX_PARK + PROX_PRIMARY_SCH + 
    PROX_TOP_PRIMARY_SCH + PROX_SHOPPING_MALL + PROX_SUPERMARKET + 
    PROX_BUS_STOP + NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, 
    data = condo_resale.sf)

Residuals:
     Min       1Q   Median       3Q      Max 
-3475964  -293923   -23069   241043 12260381 

Coefficients:
                       Estimate Std. Error t value Pr(>|t|)    
(Intercept)           481728.40  121441.01   3.967 7.65e-05 ***
AREA_SQM               12708.32     369.59  34.385  < 2e-16 ***
AGE                   -24440.82    2763.16  -8.845  < 2e-16 ***
PROX_CBD              -78669.78    6768.97 -11.622  < 2e-16 ***
PROX_CHILDCARE       -351617.91  109467.25  -3.212  0.00135 ** 
PROX_ELDERLYCARE      171029.42   42110.51   4.061 5.14e-05 ***
PROX_URA_GROWTH_AREA   38474.53   12523.57   3.072  0.00217 ** 
PROX_HAWKER_MARKET     23746.10   29299.76   0.810  0.41782    
PROX_KINDERGARTEN     147468.99   82668.87   1.784  0.07466 .  
PROX_MRT             -314599.68   57947.44  -5.429 6.66e-08 ***
PROX_PARK             563280.50   66551.68   8.464  < 2e-16 ***
PROX_PRIMARY_SCH      180186.08   65237.95   2.762  0.00582 ** 
PROX_TOP_PRIMARY_SCH    2280.04   20410.43   0.112  0.91107    
PROX_SHOPPING_MALL   -206604.06   42840.60  -4.823 1.57e-06 ***
PROX_SUPERMARKET      -44991.80   77082.64  -0.584  0.55953    
PROX_BUS_STOP         683121.35  138353.28   4.938 8.85e-07 ***
NO_Of_UNITS             -231.18      89.03  -2.597  0.00951 ** 
FAMILY_FRIENDLY       140340.77   47020.55   2.985  0.00289 ** 
FREEHOLD              359913.01   49220.22   7.312 4.38e-13 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 755800 on 1417 degrees of freedom
Multiple R-squared:  0.6518,    Adjusted R-squared:  0.6474 
F-statistic: 147.4 on 18 and 1417 DF,  p-value: < 2.2e-16

Note

Observations:

• Significant predictors:
  • AREA_SQM (positive): Larger units have higher selling prices.
  • AGE (negative): Older units tend to sell for less.
  • PROX_CBD (negative): Proximity to the central business district reduces selling prices.
  • PROX_PARK (positive): Proximity to parks increases resale prices.
  • FREEHOLD (positive): Freehold properties sell for more than leasehold properties.
• Non-significant predictors (p > 0.05):
  • PROX_HAWKER_MARKET, PROX_TOP_PRIMARY_SCH, PROX_SUPERMARKET show weak or no significant relationship with SELLING_PRICE.

9.4 Revising the Hedonic Pricing Model

After reviewing the initial model, we will now remove non-significant variables to improve the model. The revised multiple linear regression model is calibrated as follows:

condo.mlr1 <- lm(formula = SELLING_PRICE ~ AREA_SQM + AGE + 
                   PROX_CBD + PROX_CHILDCARE + PROX_ELDERLYCARE +
                   PROX_URA_GROWTH_AREA + PROX_MRT + PROX_PARK + 
                   PROX_PRIMARY_SCH + PROX_SHOPPING_MALL + PROX_BUS_STOP +
                   NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, 
                 data = condo_resale.sf)
ols_regress(condo.mlr1)

                                Model Summary                                 
-----------------------------------------------------------------------------
R                            0.807       RMSE                     751998.679 
R-Squared                    0.651       MSE                571471422208.592 
Adj. R-Squared               0.647       Coef. Var                    43.168 
Pred R-Squared               0.638       AIC                       42966.758 
MAE                     414819.628       SBC                       43051.072 
-----------------------------------------------------------------------------
 RMSE: Root Mean Square Error 
 MSE: Mean Square Error 
 MAE: Mean Absolute Error 
 AIC: Akaike Information Criteria 
 SBC: Schwarz Bayesian Criteria 

                                     ANOVA                                       
--------------------------------------------------------------------------------
                    Sum of                                                      
                   Squares          DF         Mean Square       F         Sig. 
--------------------------------------------------------------------------------
Regression    1.512586e+15          14        1.080418e+14    189.059    0.0000 
Residual      8.120609e+14        1421    571471422208.592                      
Total         2.324647e+15        1435                                          
--------------------------------------------------------------------------------

                                               Parameter Estimates                                                
-----------------------------------------------------------------------------------------------------------------
               model           Beta    Std. Error    Std. Beta       t        Sig           lower          upper 
-----------------------------------------------------------------------------------------------------------------
         (Intercept)     527633.222    108183.223                   4.877    0.000     315417.244     739849.200 
            AREA_SQM      12777.523       367.479        0.584     34.771    0.000      12056.663      13498.382 
                 AGE     -24687.739      2754.845       -0.167     -8.962    0.000     -30091.739     -19283.740 
            PROX_CBD     -77131.323      5763.125       -0.263    -13.384    0.000     -88436.469     -65826.176 
      PROX_CHILDCARE    -318472.751    107959.512       -0.084     -2.950    0.003    -530249.889    -106695.613 
    PROX_ELDERLYCARE     185575.623     39901.864        0.090      4.651    0.000     107302.737     263848.510 
PROX_URA_GROWTH_AREA      39163.254     11754.829        0.060      3.332    0.001      16104.571      62221.936 
            PROX_MRT    -294745.107     56916.367       -0.112     -5.179    0.000    -406394.234    -183095.980 
           PROX_PARK     570504.807     65507.029        0.150      8.709    0.000     442003.938     699005.677 
    PROX_PRIMARY_SCH     159856.136     60234.599        0.062      2.654    0.008      41697.849     278014.424 
  PROX_SHOPPING_MALL    -220947.251     36561.832       -0.115     -6.043    0.000    -292668.213    -149226.288 
       PROX_BUS_STOP     682482.221    134513.243        0.134      5.074    0.000     418616.359     946348.082 
         NO_Of_UNITS       -245.480        87.947       -0.053     -2.791    0.005       -418.000        -72.961 
     FAMILY_FRIENDLY     146307.576     46893.021        0.057      3.120    0.002      54320.593     238294.560 
            FREEHOLD     350599.812     48506.485        0.136      7.228    0.000     255447.802     445751.821 
-----------------------------------------------------------------------------------------------------------------

9.5 Publication-Ready Table with gtsummary

The gtsummary package provides an elegant way to create publication-ready regression tables. The following code generates a formatted regression report:

tbl_regression(condo.mlr1, intercept = TRUE)

Characteristic	Beta	95% CI 1	p-value
(Intercept)	527,633	315,417, 739,849	<0.001
AREA_SQM	12,778	12,057, 13,498	<0.001
AGE	-24,688	-30,092, -19,284	<0.001
PROX_CBD	-77,131	-88,436, -65,826	<0.001
PROX_CHILDCARE	-318,473	-530,250, -106,696	0.003
PROX_ELDERLYCARE	185,576	107,303, 263,849	<0.001
PROX_URA_GROWTH_AREA	39,163	16,105, 62,222	<0.001
PROX_MRT	-294,745	-406,394, -183,096	<0.001
PROX_PARK	570,505	442,004, 699,006	<0.001
PROX_PRIMARY_SCH	159,856	41,698, 278,014	0.008
PROX_SHOPPING_MALL	-220,947	-292,668, -149,226	<0.001
PROX_BUS_STOP	682,482	418,616, 946,348	<0.001
NO_Of_UNITS	-245	-418, -73	0.005
FAMILY_FRIENDLY	146,308	54,321, 238,295	0.002
FREEHOLD	350,600	255,448, 445,752	<0.001
1 CI = Confidence Interval

You can further enhance the report by adding model statistics using add_glance_table() or add_glance_source_note():

tbl_regression(condo.mlr1, intercept = TRUE) %>%
  add_glance_source_note(
    label = list(sigma ~ "\U03C3"),
    include = c(r.squared, adj.r.squared, AIC, statistic, p.value, sigma))

9.5.1 Checking for Multicollinearity

We can check for multicollinearity using the olsrr package’s ols_vif_tol() function:

ols_vif_tol(condo.mlr1)

              Variables Tolerance      VIF
1              AREA_SQM 0.8728554 1.145665
2                   AGE 0.7071275 1.414172
3              PROX_CBD 0.6356147 1.573280
4        PROX_CHILDCARE 0.3066019 3.261559
5      PROX_ELDERLYCARE 0.6598479 1.515501
6  PROX_URA_GROWTH_AREA 0.7510311 1.331503
7              PROX_MRT 0.5236090 1.909822
8             PROX_PARK 0.8279261 1.207837
9      PROX_PRIMARY_SCH 0.4524628 2.210126
10   PROX_SHOPPING_MALL 0.6738795 1.483945
11        PROX_BUS_STOP 0.3514118 2.845664
12          NO_Of_UNITS 0.6901036 1.449058
13      FAMILY_FRIENDLY 0.7244157 1.380423
14             FREEHOLD 0.6931163 1.442759

Note

Observations:

Since the VIF values are all below 10, there is no indication of multicollinearity among the independent variables.

9.5.2 Test for Non-Linearity

In multiple linear regression, it is important for us to test the assumption that linearity and additivity of the relationship between dependent and independent variables.

To test the linearity assumption, we use the ols_plot_resid_fit() function.

ols_plot_resid_fit(condo.mlr1)

Note

Observations:

Most points are scattered around the 0 line, hence we can safely conclude that the relationships between the dependent variable and independent variables are linear.

9.5.3 Test for Normality Assumption

We can assess the normality of residuals with a histogram:

ols_plot_resid_hist(condo.mlr1)

The residuals appear normally distributed. For a formal test, we can use ols_test_normality():

ols_test_normality(condo.mlr1)

-----------------------------------------------
       Test             Statistic       pvalue  
-----------------------------------------------
Shapiro-Wilk              0.6856         0.0000 
Kolmogorov-Smirnov        0.1366         0.0000 
Cramer-von Mises         121.0768        0.0000 
Anderson-Darling         67.9551         0.0000 
-----------------------------------------------

Note

Observations:

The summary table above reveals that the p-values of the four tests are way smaller than the alpha value of 0.05. Hence we will reject the null hypothesis and infer that there is statistical evidence that the residual are not normally distributed.

9.5.4 Testing for Spatial Autocorrelation

Since the hedonic model involves geographically referenced data, it is important to visualize the residuals and test for spatial autocorrelation.

First, we export the residuals from the hedonic pricing model into a data frame.

mlr.output <- as.data.frame(condo.mlr1$residuals)

Next, we join the residuals with the condo_resale.sf spatial data frame:

condo_resale.res.sf <- cbind(condo_resale.sf, condo.mlr1$residuals) %>%
  rename(MLR_RES = condo.mlr1.residuals)

We convert the condo_resale.res.sf from an sf object to a SpatialPointsDataFrame for use with the spdep package:

condo_resale.sp <- as_Spatial(condo_resale.res.sf)
condo_resale.sp

class       : SpatialPointsDataFrame 
features    : 1436 
extent      : 14940.85, 43352.45, 24765.67, 48382.81  (xmin, xmax, ymin, ymax)
crs         : +proj=tmerc +lat_0=1.36666666666667 +lon_0=103.833333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +ellps=WGS84 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs 
variables   : 23
names       : POSTCODE, SELLING_PRICE, AREA_SQM, AGE,    PROX_CBD, PROX_CHILDCARE, PROX_ELDERLYCARE, PROX_URA_GROWTH_AREA, PROX_HAWKER_MARKET, PROX_KINDERGARTEN,    PROX_MRT,   PROX_PARK, PROX_PRIMARY_SCH, PROX_TOP_PRIMARY_SCH, PROX_SHOPPING_MALL, ... 
min values  :    18965,        540000,       34,   0, 0.386916393,    0.004927023,      0.054508623,          0.214539508,        0.051817113,       0.004927023, 0.052779424, 0.029064164,      0.077106132,          0.077106132,                  0, ... 
max values  :   828833,       1.8e+07,      619,  37, 19.18042832,     3.46572633,      3.949157205,           9.15540001,        5.374348075,       2.229045366,  3.48037319,  2.16104919,      3.928989144,          6.748192062,        3.477433767, ... 

Using tmap, we visualize the spatial distribution of the residuals:

tmap_mode("view")

tm_shape(mpsz_svy21) +
  tmap_options(check.and.fix = TRUE) +
  tm_polygons(alpha = 0.4) +
tm_shape(condo_resale.res.sf) +  
  tm_dots(col = "MLR_RES", alpha = 0.6, style = "quantile") +
  tm_view(set.zoom.limits = c(11, 14))

tmap_mode("plot")

Note

Observations:

The figure above reveal that there is sign of spatial autocorrelation.

To formally test for spatial autocorrelation using Moran’s I Test, we first compute a distance-based weight matrix:

nb <- dnearneigh(coordinates(condo_resale.sp), 0, 1500, longlat = FALSE)
summary(nb)

Neighbour list object:
Number of regions: 1436 
Number of nonzero links: 66266 
Percentage nonzero weights: 3.213526 
Average number of links: 46.14624 
10 disjoint connected subgraphs
Link number distribution:

  1   3   5   7   9  10  11  12  13  14  15  16  17  18  19  20  21  22  23  24 
  3   3   9   4   3  15  10  19  17  45  19   5  14  29  19   6  35  45  18  47 
 25  26  27  28  29  30  31  32  33  34  35  36  37  38  39  40  41  42  43  44 
 16  43  22  26  21  11   9  23  22  13  16  25  21  37  16  18   8  21   4  12 
 45  46  47  48  49  50  51  52  53  54  55  56  57  58  59  60  61  62  63  64 
  8  36  18  14  14  43  11  12   8  13  12  13   4   5   6  12  11  20  29  33 
 65  66  67  68  69  70  71  72  73  74  75  76  77  78  79  80  81  82  83  84 
 15  20  10  14  15  15  11  16  12  10   8  19  12  14   9   8   4  13  11   6 
 85  86  87  88  89  90  91  92  93  94  95  96  97  98  99 100 101 102 103 104 
  4   9   4   4   4   6   2  16   9   4   5   9   3   9   4   2   1   2   1   1 
105 106 107 108 109 110 112 116 125 
  1   5   9   2   1   3   1   1   1 
3 least connected regions:
193 194 277 with 1 link
1 most connected region:
285 with 125 links

Convert the neighbor list into spatial weights:

nb_lw <- nb2listw(nb, style = 'W')
summary(nb_lw)

Characteristics of weights list object:
Neighbour list object:
Number of regions: 1436 
Number of nonzero links: 66266 
Percentage nonzero weights: 3.213526 
Average number of links: 46.14624 
10 disjoint connected subgraphs
Link number distribution:

  1   3   5   7   9  10  11  12  13  14  15  16  17  18  19  20  21  22  23  24 
  3   3   9   4   3  15  10  19  17  45  19   5  14  29  19   6  35  45  18  47 
 25  26  27  28  29  30  31  32  33  34  35  36  37  38  39  40  41  42  43  44 
 16  43  22  26  21  11   9  23  22  13  16  25  21  37  16  18   8  21   4  12 
 45  46  47  48  49  50  51  52  53  54  55  56  57  58  59  60  61  62  63  64 
  8  36  18  14  14  43  11  12   8  13  12  13   4   5   6  12  11  20  29  33 
 65  66  67  68  69  70  71  72  73  74  75  76  77  78  79  80  81  82  83  84 
 15  20  10  14  15  15  11  16  12  10   8  19  12  14   9   8   4  13  11   6 
 85  86  87  88  89  90  91  92  93  94  95  96  97  98  99 100 101 102 103 104 
  4   9   4   4   4   6   2  16   9   4   5   9   3   9   4   2   1   2   1   1 
105 106 107 108 109 110 112 116 125 
  1   5   9   2   1   3   1   1   1 
3 least connected regions:
193 194 277 with 1 link
1 most connected region:
285 with 125 links

Weights style: W 
Weights constants summary:
     n      nn   S0       S1       S2
W 1436 2062096 1436 94.81916 5798.341

Finally, perform Moran’s I test on the model residuals:

lm.morantest(condo.mlr1, nb_lw)

    Global Moran I for regression residuals

data:  
model: lm(formula = SELLING_PRICE ~ AREA_SQM + AGE + PROX_CBD +
PROX_CHILDCARE + PROX_ELDERLYCARE + PROX_URA_GROWTH_AREA + PROX_MRT +
PROX_PARK + PROX_PRIMARY_SCH + PROX_SHOPPING_MALL + PROX_BUS_STOP +
NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, data = condo_resale.sf)
weights: nb_lw

Moran I statistic standard deviate = 24.366, p-value < 2.2e-16
alternative hypothesis: greater
sample estimates:
Observed Moran I      Expectation         Variance 
    1.438876e-01    -5.487594e-03     3.758259e-05 

Note

Observations:

• P-value: The p-value is extremely small (< 0.05), leading us to reject the null hypothesis that residuals are randomly distributed.
• Observed Moran’s I: The value of 0.1424418 (greater than 0) indicates that residuals show a clustered pattern, confirming the presence of spatial autocorrelation.

10 Building Hedonic Pricing Models using GWmodel

In this section, we will model hedonic pricing using both fixed and adaptive bandwidth schemes.

10.1 Building Fixed Bandwidth GWR Model

10.1.1 Computing Fixed Bandwidth

We use the bw.gwr() function from the GWModel package to determine the optimal fixed bandwidth for the model.

Setting adaptive = FALSE ensures that we are calculating a fixed bandwidth. There are two possible approaches for determining the stopping rule: CV cross-validation and AICc. In this case, we use the cross-validation approach (approach = "CV").

bw.fixed <- bw.gwr(formula = SELLING_PRICE ~ AREA_SQM + AGE + PROX_CBD + 
                     PROX_CHILDCARE + PROX_ELDERLYCARE + PROX_URA_GROWTH_AREA + 
                     PROX_MRT + PROX_PARK + PROX_PRIMARY_SCH + 
                     PROX_SHOPPING_MALL + PROX_BUS_STOP + NO_Of_UNITS + 
                     FAMILY_FRIENDLY + FREEHOLD, 
                   data = condo_resale.sp, 
                   approach = "CV", 
                   kernel = "gaussian", 
                   adaptive = FALSE, 
                   longlat = FALSE)

Fixed bandwidth: 17660.96 CV score: 8.259118e+14 
Fixed bandwidth: 10917.26 CV score: 7.970454e+14 
Fixed bandwidth: 6749.419 CV score: 7.273273e+14 
Fixed bandwidth: 4173.553 CV score: 6.300006e+14 
Fixed bandwidth: 2581.58 CV score: 5.404958e+14 
Fixed bandwidth: 1597.687 CV score: 4.857515e+14 
Fixed bandwidth: 989.6077 CV score: 4.722431e+14 
Fixed bandwidth: 613.7939 CV score: 1.379526e+16 
Fixed bandwidth: 1221.873 CV score: 4.778717e+14 
Fixed bandwidth: 846.0596 CV score: 4.791629e+14 
Fixed bandwidth: 1078.325 CV score: 4.751406e+14 
Fixed bandwidth: 934.7772 CV score: 4.72518e+14 
Fixed bandwidth: 1023.495 CV score: 4.730305e+14 
Fixed bandwidth: 968.6643 CV score: 4.721317e+14 
Fixed bandwidth: 955.7206 CV score: 4.722072e+14 
Fixed bandwidth: 976.6639 CV score: 4.721387e+14 
Fixed bandwidth: 963.7202 CV score: 4.721484e+14 
Fixed bandwidth: 971.7199 CV score: 4.721293e+14 
Fixed bandwidth: 973.6083 CV score: 4.721309e+14 
Fixed bandwidth: 970.5527 CV score: 4.721295e+14 
Fixed bandwidth: 972.4412 CV score: 4.721296e+14 
Fixed bandwidth: 971.2741 CV score: 4.721292e+14 
Fixed bandwidth: 970.9985 CV score: 4.721293e+14 
Fixed bandwidth: 971.4443 CV score: 4.721292e+14 
Fixed bandwidth: 971.5496 CV score: 4.721293e+14 
Fixed bandwidth: 971.3793 CV score: 4.721292e+14 
Fixed bandwidth: 971.3391 CV score: 4.721292e+14 
Fixed bandwidth: 971.3143 CV score: 4.721292e+14 
Fixed bandwidth: 971.3545 CV score: 4.721292e+14 
Fixed bandwidth: 971.3296 CV score: 4.721292e+14 
Fixed bandwidth: 971.345 CV score: 4.721292e+14 
Fixed bandwidth: 971.3355 CV score: 4.721292e+14 
Fixed bandwidth: 971.3413 CV score: 4.721292e+14 
Fixed bandwidth: 971.3377 CV score: 4.721292e+14 
Fixed bandwidth: 971.34 CV score: 4.721292e+14 
Fixed bandwidth: 971.3405 CV score: 4.721292e+14 
Fixed bandwidth: 971.3396 CV score: 4.721292e+14 
Fixed bandwidth: 971.3402 CV score: 4.721292e+14 
Fixed bandwidth: 971.3398 CV score: 4.721292e+14 
Fixed bandwidth: 971.34 CV score: 4.721292e+14 
Fixed bandwidth: 971.3399 CV score: 4.721292e+14 
Fixed bandwidth: 971.34 CV score: 4.721292e+14 

The recommended bandwidth is 971.34 meters.

Note

Quiz Answer:
The bandwidth is in meters because the model is using projected coordinates, SVY21, where distances are measured in meters.

10.1.2 GWModel Method - Fixed Bandwidth

We can now calibrate the GWR model using a fixed bandwidth and a Gaussian kernel with the following code:

gwr.fixed <- gwr.basic(formula = SELLING_PRICE ~ AREA_SQM + AGE + PROX_CBD + 
                         PROX_CHILDCARE + PROX_ELDERLYCARE + PROX_URA_GROWTH_AREA + 
                         PROX_MRT + PROX_PARK + PROX_PRIMARY_SCH + 
                         PROX_SHOPPING_MALL + PROX_BUS_STOP + NO_Of_UNITS + 
                         FAMILY_FRIENDLY + FREEHOLD, 
                       data = condo_resale.sp, 
                       bw = bw.fixed, 
                       kernel = 'gaussian', 
                       longlat = FALSE)
gwr.fixed

   ***********************************************************************
   *                       Package   GWmodel                             *
   ***********************************************************************
   Program starts at: 2024-10-14 19:42:25.089058 
   Call:
   gwr.basic(formula = SELLING_PRICE ~ AREA_SQM + AGE + PROX_CBD + 
    PROX_CHILDCARE + PROX_ELDERLYCARE + PROX_URA_GROWTH_AREA + 
    PROX_MRT + PROX_PARK + PROX_PRIMARY_SCH + PROX_SHOPPING_MALL + 
    PROX_BUS_STOP + NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, 
    data = condo_resale.sp, bw = bw.fixed, kernel = "gaussian", 
    longlat = FALSE)

   Dependent (y) variable:  SELLING_PRICE
   Independent variables:  AREA_SQM AGE PROX_CBD PROX_CHILDCARE PROX_ELDERLYCARE PROX_URA_GROWTH_AREA PROX_MRT PROX_PARK PROX_PRIMARY_SCH PROX_SHOPPING_MALL PROX_BUS_STOP NO_Of_UNITS FAMILY_FRIENDLY FREEHOLD
   Number of data points: 1436
   ***********************************************************************
   *                    Results of Global Regression                     *
   ***********************************************************************

   Call:
    lm(formula = formula, data = data)

   Residuals:
     Min       1Q   Median       3Q      Max 
-3470778  -298119   -23481   248917 12234210 

   Coefficients:
                          Estimate Std. Error t value Pr(>|t|)    
   (Intercept)           527633.22  108183.22   4.877 1.20e-06 ***
   AREA_SQM               12777.52     367.48  34.771  < 2e-16 ***
   AGE                   -24687.74    2754.84  -8.962  < 2e-16 ***
   PROX_CBD              -77131.32    5763.12 -13.384  < 2e-16 ***
   PROX_CHILDCARE       -318472.75  107959.51  -2.950 0.003231 ** 
   PROX_ELDERLYCARE      185575.62   39901.86   4.651 3.61e-06 ***
   PROX_URA_GROWTH_AREA   39163.25   11754.83   3.332 0.000885 ***
   PROX_MRT             -294745.11   56916.37  -5.179 2.56e-07 ***
   PROX_PARK             570504.81   65507.03   8.709  < 2e-16 ***
   PROX_PRIMARY_SCH      159856.14   60234.60   2.654 0.008046 ** 
   PROX_SHOPPING_MALL   -220947.25   36561.83  -6.043 1.93e-09 ***
   PROX_BUS_STOP         682482.22  134513.24   5.074 4.42e-07 ***
   NO_Of_UNITS             -245.48      87.95  -2.791 0.005321 ** 
   FAMILY_FRIENDLY       146307.58   46893.02   3.120 0.001845 ** 
   FREEHOLD              350599.81   48506.48   7.228 7.98e-13 ***

   ---Significance stars
   Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 
   Residual standard error: 756000 on 1421 degrees of freedom
   Multiple R-squared: 0.6507
   Adjusted R-squared: 0.6472 
   F-statistic: 189.1 on 14 and 1421 DF,  p-value: < 2.2e-16 
   ***Extra Diagnostic information
   Residual sum of squares: 8.120609e+14
   Sigma(hat): 752522.9
   AIC:  42966.76
   AICc:  42967.14
   BIC:  41731.39
   ***********************************************************************
   *          Results of Geographically Weighted Regression              *
   ***********************************************************************

   *********************Model calibration information*********************
   Kernel function: gaussian 
   Fixed bandwidth: 971.34 
   Regression points: the same locations as observations are used.
   Distance metric: Euclidean distance metric is used.

   ****************Summary of GWR coefficient estimates:******************
                               Min.     1st Qu.      Median     3rd Qu.
   Intercept            -3.5988e+07 -5.1998e+05  7.6780e+05  1.7412e+06
   AREA_SQM              1.0003e+03  5.2758e+03  7.4740e+03  1.2301e+04
   AGE                  -1.3475e+05 -2.0813e+04 -8.6260e+03 -3.7784e+03
   PROX_CBD             -7.7047e+07 -2.3608e+05 -8.3599e+04  3.4646e+04
   PROX_CHILDCARE       -6.0097e+06 -3.3667e+05 -9.7426e+04  2.9007e+05
   PROX_ELDERLYCARE     -3.5001e+06 -1.5970e+05  3.1970e+04  1.9577e+05
   PROX_URA_GROWTH_AREA -3.0170e+06 -8.2013e+04  7.0749e+04  2.2612e+05
   PROX_MRT             -3.5282e+06 -6.5836e+05 -1.8833e+05  3.6922e+04
   PROX_PARK            -1.2062e+06 -2.1732e+05  3.5383e+04  4.1335e+05
   PROX_PRIMARY_SCH     -2.2695e+07 -1.7066e+05  4.8472e+04  5.1555e+05
   PROX_SHOPPING_MALL   -7.2585e+06 -1.6684e+05 -1.0517e+04  1.5923e+05
   PROX_BUS_STOP        -1.4676e+06 -4.5207e+04  3.7601e+05  1.1664e+06
   NO_Of_UNITS          -1.3170e+03 -2.4822e+02 -3.0846e+01  2.5496e+02
   FAMILY_FRIENDLY      -2.2749e+06 -1.1140e+05  7.6214e+03  1.6107e+05
   FREEHOLD             -9.2067e+06  3.8074e+04  1.5169e+05  3.7528e+05
                             Max.
   Intercept            112794435
   AREA_SQM                 21575
   AGE                     434203
   PROX_CBD               2704604
   PROX_CHILDCARE         1654086
   PROX_ELDERLYCARE      38867861
   PROX_URA_GROWTH_AREA  78515805
   PROX_MRT               3124325
   PROX_PARK             18122439
   PROX_PRIMARY_SCH       4637517
   PROX_SHOPPING_MALL     1529953
   PROX_BUS_STOP         11342209
   NO_Of_UNITS              12907
   FAMILY_FRIENDLY        1720745
   FREEHOLD               6073642
   ************************Diagnostic information*************************
   Number of data points: 1436 
   Effective number of parameters (2trace(S) - trace(S'S)): 438.3807 
   Effective degrees of freedom (n-2trace(S) + trace(S'S)): 997.6193 
   AICc (GWR book, Fotheringham, et al. 2002, p. 61, eq 2.33): 42263.61 
   AIC (GWR book, Fotheringham, et al. 2002,GWR p. 96, eq. 4.22): 41632.36 
   BIC (GWR book, Fotheringham, et al. 2002,GWR p. 61, eq. 2.34): 42515.71 
   Residual sum of squares: 2.534069e+14 
   R-square value:  0.8909912 
   Adjusted R-square value:  0.8430418 

   ***********************************************************************
   Program stops at: 2024-10-14 19:42:26.316667 

Note

Observations:

The AICc for this fixed bandwidth GWR model is 42263.61, which is lower than the global multiple linear regression model (AICc = 42967.1), indicating a better fit.

10.2 Building Adaptive Bandwidth GWR Model

10.2.1 Computing the Adaptive Bandwidth

To compute the adaptive bandwidth, we set adaptive = TRUE in the bw.gwr() function:

bw.adaptive <- bw.gwr(formula = SELLING_PRICE ~ AREA_SQM + AGE + 
                        PROX_CBD + PROX_CHILDCARE + PROX_ELDERLYCARE + 
                        PROX_URA_GROWTH_AREA + PROX_MRT + PROX_PARK + 
                        PROX_PRIMARY_SCH + PROX_SHOPPING_MALL + PROX_BUS_STOP + 
                        NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, 
                      data = condo_resale.sp, 
                      approach = "CV", 
                      kernel = "gaussian", 
                      adaptive = TRUE, 
                      longlat = FALSE)

Adaptive bandwidth: 895 CV score: 7.952401e+14 
Adaptive bandwidth: 561 CV score: 7.667364e+14 
Adaptive bandwidth: 354 CV score: 6.953454e+14 
Adaptive bandwidth: 226 CV score: 6.15223e+14 
Adaptive bandwidth: 147 CV score: 5.674373e+14 
Adaptive bandwidth: 98 CV score: 5.426745e+14 
Adaptive bandwidth: 68 CV score: 5.168117e+14 
Adaptive bandwidth: 49 CV score: 4.859631e+14 
Adaptive bandwidth: 37 CV score: 4.646518e+14 
Adaptive bandwidth: 30 CV score: 4.422088e+14 
Adaptive bandwidth: 25 CV score: 4.430816e+14 
Adaptive bandwidth: 32 CV score: 4.505602e+14 
Adaptive bandwidth: 27 CV score: 4.462172e+14 
Adaptive bandwidth: 30 CV score: 4.422088e+14 

Note

Observations:

The result suggests using 30 data points for the adaptive bandwidth.

10.2.2 Constructing the Adaptive Bandwidth GWR Model

We can now calibrate the GWR model with the adaptive bandwidth:

gwr.adaptive <- gwr.basic(formula = SELLING_PRICE ~ AREA_SQM + AGE + 
                            PROX_CBD + PROX_CHILDCARE + PROX_ELDERLYCARE + 
                            PROX_URA_GROWTH_AREA + PROX_MRT + PROX_PARK + 
                            PROX_PRIMARY_SCH + PROX_SHOPPING_MALL + PROX_BUS_STOP + 
                            NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, 
                          data = condo_resale.sp, 
                          bw = bw.adaptive, 
                          kernel = 'gaussian', 
                          adaptive = TRUE, 
                          longlat = FALSE)
gwr.adaptive

   ***********************************************************************
   *                       Package   GWmodel                             *
   ***********************************************************************
   Program starts at: 2024-10-14 19:42:35.458291 
   Call:
   gwr.basic(formula = SELLING_PRICE ~ AREA_SQM + AGE + PROX_CBD + 
    PROX_CHILDCARE + PROX_ELDERLYCARE + PROX_URA_GROWTH_AREA + 
    PROX_MRT + PROX_PARK + PROX_PRIMARY_SCH + PROX_SHOPPING_MALL + 
    PROX_BUS_STOP + NO_Of_UNITS + FAMILY_FRIENDLY + FREEHOLD, 
    data = condo_resale.sp, bw = bw.adaptive, kernel = "gaussian", 
    adaptive = TRUE, longlat = FALSE)

   Dependent (y) variable:  SELLING_PRICE
   Independent variables:  AREA_SQM AGE PROX_CBD PROX_CHILDCARE PROX_ELDERLYCARE PROX_URA_GROWTH_AREA PROX_MRT PROX_PARK PROX_PRIMARY_SCH PROX_SHOPPING_MALL PROX_BUS_STOP NO_Of_UNITS FAMILY_FRIENDLY FREEHOLD
   Number of data points: 1436
   ***********************************************************************
   *                    Results of Global Regression                     *
   ***********************************************************************

   Call:
    lm(formula = formula, data = data)

   Residuals:
     Min       1Q   Median       3Q      Max 
-3470778  -298119   -23481   248917 12234210 

   Coefficients:
                          Estimate Std. Error t value Pr(>|t|)    
   (Intercept)           527633.22  108183.22   4.877 1.20e-06 ***
   AREA_SQM               12777.52     367.48  34.771  < 2e-16 ***
   AGE                   -24687.74    2754.84  -8.962  < 2e-16 ***
   PROX_CBD              -77131.32    5763.12 -13.384  < 2e-16 ***
   PROX_CHILDCARE       -318472.75  107959.51  -2.950 0.003231 ** 
   PROX_ELDERLYCARE      185575.62   39901.86   4.651 3.61e-06 ***
   PROX_URA_GROWTH_AREA   39163.25   11754.83   3.332 0.000885 ***
   PROX_MRT             -294745.11   56916.37  -5.179 2.56e-07 ***
   PROX_PARK             570504.81   65507.03   8.709  < 2e-16 ***
   PROX_PRIMARY_SCH      159856.14   60234.60   2.654 0.008046 ** 
   PROX_SHOPPING_MALL   -220947.25   36561.83  -6.043 1.93e-09 ***
   PROX_BUS_STOP         682482.22  134513.24   5.074 4.42e-07 ***
   NO_Of_UNITS             -245.48      87.95  -2.791 0.005321 ** 
   FAMILY_FRIENDLY       146307.58   46893.02   3.120 0.001845 ** 
   FREEHOLD              350599.81   48506.48   7.228 7.98e-13 ***

   ---Significance stars
   Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 
   Residual standard error: 756000 on 1421 degrees of freedom
   Multiple R-squared: 0.6507
   Adjusted R-squared: 0.6472 
   F-statistic: 189.1 on 14 and 1421 DF,  p-value: < 2.2e-16 
   ***Extra Diagnostic information
   Residual sum of squares: 8.120609e+14
   Sigma(hat): 752522.9
   AIC:  42966.76
   AICc:  42967.14
   BIC:  41731.39
   ***********************************************************************
   *          Results of Geographically Weighted Regression              *
   ***********************************************************************

   *********************Model calibration information*********************
   Kernel function: gaussian 
   Adaptive bandwidth: 30 (number of nearest neighbours)
   Regression points: the same locations as observations are used.
   Distance metric: Euclidean distance metric is used.

   ****************Summary of GWR coefficient estimates:******************
                               Min.     1st Qu.      Median     3rd Qu.
   Intercept            -1.3487e+08 -2.4669e+05  7.7928e+05  1.6194e+06
   AREA_SQM              3.3188e+03  5.6285e+03  7.7825e+03  1.2738e+04
   AGE                  -9.6746e+04 -2.9288e+04 -1.4043e+04 -5.6119e+03
   PROX_CBD             -2.5330e+06 -1.6256e+05 -7.7242e+04  2.6624e+03
   PROX_CHILDCARE       -1.2790e+06 -2.0175e+05  8.7158e+03  3.7778e+05
   PROX_ELDERLYCARE     -1.6212e+06 -9.2050e+04  6.1029e+04  2.8184e+05
   PROX_URA_GROWTH_AREA -7.2686e+06 -3.0350e+04  4.5869e+04  2.4613e+05
   PROX_MRT             -4.3781e+07 -6.7282e+05 -2.2115e+05 -7.4593e+04
   PROX_PARK            -2.9020e+06 -1.6782e+05  1.1601e+05  4.6572e+05
   PROX_PRIMARY_SCH     -8.6418e+05 -1.6627e+05 -7.7853e+03  4.3222e+05
   PROX_SHOPPING_MALL   -1.8272e+06 -1.3175e+05 -1.4049e+04  1.3799e+05
   PROX_BUS_STOP        -2.0579e+06 -7.1461e+04  4.1104e+05  1.2071e+06
   NO_Of_UNITS          -2.1993e+03 -2.3685e+02 -3.4699e+01  1.1657e+02
   FAMILY_FRIENDLY      -5.9879e+05 -5.0927e+04  2.6173e+04  2.2481e+05
   FREEHOLD             -1.6340e+05  4.0765e+04  1.9023e+05  3.7960e+05
                            Max.
   Intercept            18758355
   AREA_SQM                23064
   AGE                     13303
   PROX_CBD             11346650
   PROX_CHILDCARE        2892127
   PROX_ELDERLYCARE      2465671
   PROX_URA_GROWTH_AREA  7384059
   PROX_MRT              1186242
   PROX_PARK             2588497
   PROX_PRIMARY_SCH      3381462
   PROX_SHOPPING_MALL   38038564
   PROX_BUS_STOP        12081592
   NO_Of_UNITS              1010
   FAMILY_FRIENDLY       2072414
   FREEHOLD              1813995
   ************************Diagnostic information*************************
   Number of data points: 1436 
   Effective number of parameters (2trace(S) - trace(S'S)): 350.3088 
   Effective degrees of freedom (n-2trace(S) + trace(S'S)): 1085.691 
   AICc (GWR book, Fotheringham, et al. 2002, p. 61, eq 2.33): 41982.22 
   AIC (GWR book, Fotheringham, et al. 2002,GWR p. 96, eq. 4.22): 41546.74 
   BIC (GWR book, Fotheringham, et al. 2002,GWR p. 61, eq. 2.34): 41914.08 
   Residual sum of squares: 2.528227e+14 
   R-square value:  0.8912425 
   Adjusted R-square value:  0.8561185 

   ***********************************************************************
   Program stops at: 2024-10-14 19:42:36.782109 

Note

Observations:

The AICc for the adaptive bandwidth GWR model is 41982.22, which is even lower than the fixed bandwidth GWR model (AICc = 42263.61), indicating an improved model fit.

10.3 Visualizing GWR Output

The output from GWR includes fields for observed and predicted values, residuals, local R², condition numbers, and explanatory variable coefficients:

• Condition Number: Identifies areas with strong local collinearity. Values over 30 may indicate unreliable results.
• Local R²: Indicates how well the local model fits the observed values (ranges between 0.0 and 1.0). Mapping this can reveal where the model predicts well or poorly.
• Predicted Values: The estimated y values (fitted) by GWR.
• Residuals: Difference between observed and predicted values. Standardized residuals should have a mean of zero and a standard deviation of 1.
• Coefficient Standard Error: Measures the reliability of coefficient estimates. Smaller standard errors relative to coefficients indicate greater confidence in estimates.

These fields are stored in the SDF object from the GWR output, which is a SpatialPointsDataFrame or SpatialPolygonsDataFrame.

10.4 Converting SDF to sf Data Frame

We first convert the SDF into an sf data frame for visualization:

condo_resale.sf.adaptive <- st_as_sf(gwr.adaptive$SDF) %>%
  st_transform(crs = 3414)

condo_resale.sf.adaptive.svy21 <- st_transform(condo_resale.sf.adaptive, 3414)
condo_resale.sf.adaptive.svy21  

Simple feature collection with 1436 features and 51 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 14940.85 ymin: 24765.67 xmax: 43352.45 ymax: 48382.81
Projected CRS: SVY21 / Singapore TM
First 10 features:
    Intercept  AREA_SQM        AGE  PROX_CBD PROX_CHILDCARE PROX_ELDERLYCARE
1   2050011.7  9561.892  -9514.634 -120681.9      319266.92       -393417.79
2   1633128.2 16576.853 -58185.479 -149434.2      441102.18        325188.74
3   3433608.2 13091.861 -26707.386 -259397.8     -120116.82        535855.81
4    234358.9 20730.601 -93308.988 2426853.7      480825.28        314783.72
5   2285804.9  6722.836 -17608.018 -316835.5       90764.78       -137384.61
6  -3568877.4  6039.581 -26535.592  327306.1     -152531.19       -700392.85
7  -2874842.4 16843.575 -59166.727 -983577.2     -177810.50       -122384.02
8   2038086.0  6905.135 -17681.897 -285076.6       70259.40        -96012.78
9   1718478.4  9580.703 -14401.128  105803.4     -657698.02       -123276.00
10  3457054.0 14072.011 -31579.884 -234895.4       79961.45        548581.04
   PROX_URA_GROWTH_AREA    PROX_MRT  PROX_PARK PROX_PRIMARY_SCH
1            -159980.20  -299742.96 -172104.47        242668.03
2            -142290.39 -2510522.23  523379.72       1106830.66
3            -253621.21  -936853.28  209099.85        571462.33
4           -2679297.89 -2039479.50 -759153.26       3127477.21
5             303714.81   -44567.05  -10284.62         30413.56
6             -28051.25   733566.47 1511488.92        320878.23
7            1397676.38 -2745430.34  710114.74       1786570.95
8             269368.71   -14552.99   73533.34         53359.73
9            -361974.72  -476785.32 -132067.59        -40128.92
10           -150024.38 -1503835.53  574155.47        108996.67
   PROX_SHOPPING_MALL PROX_BUS_STOP  NO_Of_UNITS FAMILY_FRIENDLY  FREEHOLD
1          300881.390     1210615.4  104.8290640       -9075.370  303955.6
2          -87693.378     1843587.2 -288.3441183      310074.664  396221.3
3         -126732.712     1411924.9   -9.5532945        5949.746  168821.7
4          -29593.342     7225577.5 -161.3551620     1556178.531 1212515.6
5           -7490.586      677577.0   42.2659674       58986.951  328175.2
6          258583.881     1086012.6 -214.3671271      201992.641  471873.1
7         -384251.210     5094060.5   -0.9212521      359659.512  408871.9
8          -39634.902      735767.1   30.1741069       55602.506  347075.0
9          276718.757     2815772.4  675.1615559      -30453.297  503872.8
10        -454726.822     2123557.0  -21.3044311     -100935.586  213324.6
         y    yhat    residual CV_Score Stud_residual Intercept_SE AREA_SQM_SE
1  3000000 2886532   113468.16        0    0.38207013     516105.5    823.2860
2  3880000 3466801   413198.52        0    1.01433140     488083.5    825.2380
3  3325000 3616527  -291527.20        0   -0.83780678     963711.4    988.2240
4  4250000 5435482 -1185481.63        0   -2.84614670     444185.5    617.4007
5  1400000 1388166    11834.26        0    0.03404453    2119620.6   1376.2778
6  1320000 1516702  -196701.95        0   -0.72065801   28572883.7   2348.0091
7  3410000 3266881   143118.77        0    0.41291992     679546.6    893.5893
8  1420000 1431955   -11955.27        0   -0.03033109    2217773.1   1415.2604
9  2025000 1832799   192200.83        0    0.52018109     814281.8    943.8434
10 2550000 2223364   326635.53        0    1.10559735    2410252.0   1271.4073
      AGE_SE PROX_CBD_SE PROX_CHILDCARE_SE PROX_ELDERLYCARE_SE
1   5889.782    37411.22          319111.1           120633.34
2   6226.916    23615.06          299705.3            84546.69
3   6510.236    56103.77          349128.5           129687.07
4   6010.511   469337.41          304965.2           127150.69
5   8180.361   410644.47          698720.6           327371.55
6  14601.909  5272846.47         1141599.8          1653002.19
7   8970.629   346164.20          530101.1           148598.71
8   8661.309   438035.69          742532.8           399221.05
9  11791.208    89148.35          704630.7           329683.30
10  9941.980   173532.77          500976.2           281876.74
   PROX_URA_GROWTH_AREA_SE PROX_MRT_SE PROX_PARK_SE PROX_PRIMARY_SCH_SE
1                 56207.39    185181.3     205499.6            152400.7
2                 76956.50    281133.9     229358.7            165150.7
3                 95774.60    275483.7     314124.3            196662.6
4                470762.12    279877.1     227249.4            240878.9
5                474339.56    363830.0     364580.9            249087.7
6               5496627.21    730453.2    1741712.0            683265.5
7                371692.97    375511.9     297400.9            344602.8
8                517977.91    423155.4     440984.4            261251.2
9                153436.22    285325.4     304998.4            278258.5
10               239182.57    571355.7     599131.8            331284.8
   PROX_SHOPPING_MALL_SE PROX_BUS_STOP_SE NO_Of_UNITS_SE FAMILY_FRIENDLY_SE
1               109268.8         600668.6       218.1258           131474.7
2                98906.8         410222.1       208.9410           114989.1
3               119913.3         464156.7       210.9828           146607.2
4               177104.1         562810.8       361.7767           108726.6
5               301032.9         740922.4       299.5034           160663.7
6              2931208.6        1418333.3       602.5571           331727.0
7               249969.5         821236.4       532.1978           129241.2
8               351634.0         775038.4       338.6777           171895.1
9               289872.7         850095.5       439.9037           220223.4
10              265529.7         631399.2       259.0169           189125.5
   FREEHOLD_SE Intercept_TV AREA_SQM_TV     AGE_TV PROX_CBD_TV
1     115954.0    3.9720784   11.614302  -1.615447 -3.22582173
2     130110.0    3.3460017   20.087361  -9.344188 -6.32792021
3     141031.5    3.5629010   13.247868  -4.102368 -4.62353528
4     138239.1    0.5276150   33.577223 -15.524302  5.17080808
5     210641.1    1.0784029    4.884795  -2.152474 -0.77155660
6     374347.3   -0.1249043    2.572214  -1.817269  0.06207388
7     182216.9   -4.2305303   18.849348  -6.595605 -2.84136028
8     216649.4    0.9189786    4.879056  -2.041481 -0.65080678
9     220473.7    2.1104224   10.150733  -1.221345  1.18682383
10    206346.2    1.4343123   11.068059  -3.176418 -1.35360852
   PROX_CHILDCARE_TV PROX_ELDERLYCARE_TV PROX_URA_GROWTH_AREA_TV PROX_MRT_TV
1         1.00048819          -3.2612693            -2.846248368 -1.61864578
2         1.47178634           3.8462625            -1.848971738 -8.92998600
3        -0.34404755           4.1319138            -2.648105057 -3.40075727
4         1.57665606           2.4756745            -5.691404992 -7.28705261
5         0.12990138          -0.4196596             0.640289855 -0.12249416
6        -0.13361179          -0.4237096            -0.005103357  1.00426206
7        -0.33542751          -0.8235874             3.760298131 -7.31116712
8         0.09462126          -0.2405003             0.520038994 -0.03439159
9        -0.93339393          -0.3739225            -2.359121712 -1.67102293
10        0.15961128           1.9461735            -0.627237944 -2.63204802
   PROX_PARK_TV PROX_PRIMARY_SCH_TV PROX_SHOPPING_MALL_TV PROX_BUS_STOP_TV
1   -0.83749312           1.5923022            2.75358842        2.0154464
2    2.28192684           6.7019454           -0.88662640        4.4941192
3    0.66565951           2.9058009           -1.05686949        3.0419145
4   -3.34061770          12.9836105           -0.16709578       12.8383775
5   -0.02820944           0.1220998           -0.02488294        0.9145046
6    0.86781794           0.4696245            0.08821750        0.7656963
7    2.38773567           5.1844351           -1.53719231        6.2029165
8    0.16674816           0.2042469           -0.11271635        0.9493299
9   -0.43301073          -0.1442145            0.95462153        3.3123012
10   0.95831249           0.3290120           -1.71252687        3.3632555
   NO_Of_UNITS_TV FAMILY_FRIENDLY_TV FREEHOLD_TV  Local_R2
1     0.480589953        -0.06902748    2.621347 0.8846744
2    -1.380026395         2.69655779    3.045280 0.8899773
3    -0.045279967         0.04058290    1.197050 0.8947007
4    -0.446007570        14.31276425    8.771149 0.9073605
5     0.141120178         0.36714544    1.557983 0.9510057
6    -0.355762335         0.60891234    1.260522 0.9247586
7    -0.001731033         2.78285441    2.243875 0.8310458
8     0.089093858         0.32346758    1.602012 0.9463936
9     1.534793921        -0.13828365    2.285410 0.8380365
10   -0.082251138        -0.53369623    1.033819 0.9080753
                    geometry
1  POINT (22085.12 29951.54)
2   POINT (25656.84 34546.2)
3   POINT (23963.99 32890.8)
4  POINT (27044.28 32319.77)
5  POINT (41042.56 33743.64)
6   POINT (39717.04 32943.1)
7   POINT (28419.1 33513.37)
8  POINT (40763.57 33879.61)
9  POINT (23595.63 28884.78)
10 POINT (24586.56 33194.31)

gwr.adaptive.output <- as.data.frame(gwr.adaptive$SDF)
condo_resale.sf.adaptive <- cbind(condo_resale.res.sf, as.matrix(gwr.adaptive.output))

We can check the contents using glimpse and summary:

glimpse(condo_resale.sf.adaptive)

Rows: 1,436
Columns: 77
$ POSTCODE                <dbl> 118635, 288420, 267833, 258380, 467169, 466472…
$ SELLING_PRICE           <dbl> 3000000, 3880000, 3325000, 4250000, 1400000, 1…
$ AREA_SQM                <dbl> 309, 290, 248, 127, 145, 139, 218, 141, 165, 1…
$ AGE                     <dbl> 30, 32, 33, 7, 28, 22, 24, 24, 27, 31, 17, 22,…
$ PROX_CBD                <dbl> 7.941259, 6.609797, 6.898000, 4.038861, 11.783…
$ PROX_CHILDCARE          <dbl> 0.16597932, 0.28027246, 0.42922669, 0.39473543…
$ PROX_ELDERLYCARE        <dbl> 2.5198118, 1.9333338, 0.5021395, 1.9910316, 1.…
$ PROX_URA_GROWTH_AREA    <dbl> 6.618741, 7.505109, 6.463887, 4.906512, 6.4106…
$ PROX_HAWKER_MARKET      <dbl> 1.76542207, 0.54507614, 0.37789301, 1.68259969…
$ PROX_KINDERGARTEN       <dbl> 0.05835552, 0.61592412, 0.14120309, 0.38200076…
$ PROX_MRT                <dbl> 0.5607188, 0.6584461, 0.3053433, 0.6910183, 0.…
$ PROX_PARK               <dbl> 1.1710446, 0.1992269, 0.2779886, 0.9832843, 0.…
$ PROX_PRIMARY_SCH        <dbl> 1.6340256, 0.9747834, 1.4715016, 1.4546324, 0.…
$ PROX_TOP_PRIMARY_SCH    <dbl> 3.3273195, 0.9747834, 1.4715016, 2.3006394, 0.…
$ PROX_SHOPPING_MALL      <dbl> 2.2102717, 2.9374279, 1.2256850, 0.3525671, 1.…
$ PROX_SUPERMARKET        <dbl> 0.9103958, 0.5900617, 0.4135583, 0.4162219, 0.…
$ PROX_BUS_STOP           <dbl> 0.10336166, 0.28673408, 0.28504777, 0.29872340…
$ NO_Of_UNITS             <dbl> 18, 20, 27, 30, 30, 31, 32, 32, 32, 32, 34, 34…
$ FAMILY_FRIENDLY         <dbl> 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0…
$ FREEHOLD                <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1…
$ LEASEHOLD_99YR          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
$ LOG_SELLING_PRICE       <dbl> 14.91412, 15.17135, 15.01698, 15.26243, 14.151…
$ MLR_RES                 <dbl> -1489099.55, 415494.57, 194129.69, 1088992.71,…
$ Intercept               <dbl> 2050011.67, 1633128.24, 3433608.17, 234358.91,…
$ AREA_SQM.1              <dbl> 9561.892, 16576.853, 13091.861, 20730.601, 672…
$ AGE.1                   <dbl> -9514.634, -58185.479, -26707.386, -93308.988,…
$ PROX_CBD.1              <dbl> -120681.94, -149434.22, -259397.77, 2426853.66…
$ PROX_CHILDCARE.1        <dbl> 319266.925, 441102.177, -120116.816, 480825.28…
$ PROX_ELDERLYCARE.1      <dbl> -393417.795, 325188.741, 535855.806, 314783.72…
$ PROX_URA_GROWTH_AREA.1  <dbl> -159980.203, -142290.389, -253621.206, -267929…
$ PROX_MRT.1              <dbl> -299742.96, -2510522.23, -936853.28, -2039479.…
$ PROX_PARK.1             <dbl> -172104.47, 523379.72, 209099.85, -759153.26, …
$ PROX_PRIMARY_SCH.1      <dbl> 242668.03, 1106830.66, 571462.33, 3127477.21, …
$ PROX_SHOPPING_MALL.1    <dbl> 300881.390, -87693.378, -126732.712, -29593.34…
$ PROX_BUS_STOP.1         <dbl> 1210615.44, 1843587.22, 1411924.90, 7225577.51…
$ NO_Of_UNITS.1           <dbl> 104.8290640, -288.3441183, -9.5532945, -161.35…
$ FAMILY_FRIENDLY.1       <dbl> -9075.370, 310074.664, 5949.746, 1556178.531, …
$ FREEHOLD.1              <dbl> 303955.61, 396221.27, 168821.75, 1212515.58, 3…
$ y                       <dbl> 3000000, 3880000, 3325000, 4250000, 1400000, 1…
$ yhat                    <dbl> 2886531.8, 3466801.5, 3616527.2, 5435481.6, 13…
$ residual                <dbl> 113468.16, 413198.52, -291527.20, -1185481.63,…
$ CV_Score                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
$ Stud_residual           <dbl> 0.38207013, 1.01433140, -0.83780678, -2.846146…
$ Intercept_SE            <dbl> 516105.5, 488083.5, 963711.4, 444185.5, 211962…
$ AREA_SQM_SE             <dbl> 823.2860, 825.2380, 988.2240, 617.4007, 1376.2…
$ AGE_SE                  <dbl> 5889.782, 6226.916, 6510.236, 6010.511, 8180.3…
$ PROX_CBD_SE             <dbl> 37411.22, 23615.06, 56103.77, 469337.41, 41064…
$ PROX_CHILDCARE_SE       <dbl> 319111.1, 299705.3, 349128.5, 304965.2, 698720…
$ PROX_ELDERLYCARE_SE     <dbl> 120633.34, 84546.69, 129687.07, 127150.69, 327…
$ PROX_URA_GROWTH_AREA_SE <dbl> 56207.39, 76956.50, 95774.60, 470762.12, 47433…
$ PROX_MRT_SE             <dbl> 185181.3, 281133.9, 275483.7, 279877.1, 363830…
$ PROX_PARK_SE            <dbl> 205499.6, 229358.7, 314124.3, 227249.4, 364580…
$ PROX_PRIMARY_SCH_SE     <dbl> 152400.7, 165150.7, 196662.6, 240878.9, 249087…
$ PROX_SHOPPING_MALL_SE   <dbl> 109268.8, 98906.8, 119913.3, 177104.1, 301032.…
$ PROX_BUS_STOP_SE        <dbl> 600668.6, 410222.1, 464156.7, 562810.8, 740922…
$ NO_Of_UNITS_SE          <dbl> 218.1258, 208.9410, 210.9828, 361.7767, 299.50…
$ FAMILY_FRIENDLY_SE      <dbl> 131474.73, 114989.07, 146607.22, 108726.62, 16…
$ FREEHOLD_SE             <dbl> 115954.0, 130110.0, 141031.5, 138239.1, 210641…
$ Intercept_TV            <dbl> 3.9720784, 3.3460017, 3.5629010, 0.5276150, 1.…
$ AREA_SQM_TV             <dbl> 11.614302, 20.087361, 13.247868, 33.577223, 4.…
$ AGE_TV                  <dbl> -1.6154474, -9.3441881, -4.1023685, -15.524301…
$ PROX_CBD_TV             <dbl> -3.22582173, -6.32792021, -4.62353528, 5.17080…
$ PROX_CHILDCARE_TV       <dbl> 1.000488185, 1.471786337, -0.344047555, 1.5766…
$ PROX_ELDERLYCARE_TV     <dbl> -3.26126929, 3.84626245, 4.13191383, 2.4756745…
$ PROX_URA_GROWTH_AREA_TV <dbl> -2.846248368, -1.848971738, -2.648105057, -5.6…
$ PROX_MRT_TV             <dbl> -1.61864578, -8.92998600, -3.40075727, -7.2870…
$ PROX_PARK_TV            <dbl> -0.83749312, 2.28192684, 0.66565951, -3.340617…
$ PROX_PRIMARY_SCH_TV     <dbl> 1.59230221, 6.70194543, 2.90580089, 12.9836104…
$ PROX_SHOPPING_MALL_TV   <dbl> 2.753588422, -0.886626400, -1.056869486, -0.16…
$ PROX_BUS_STOP_TV        <dbl> 2.0154464, 4.4941192, 3.0419145, 12.8383775, 0…
$ NO_Of_UNITS_TV          <dbl> 0.480589953, -1.380026395, -0.045279967, -0.44…
$ FAMILY_FRIENDLY_TV      <dbl> -0.06902748, 2.69655779, 0.04058290, 14.312764…
$ FREEHOLD_TV             <dbl> 2.6213469, 3.0452799, 1.1970499, 8.7711485, 1.…
$ Local_R2                <dbl> 0.8846744, 0.8899773, 0.8947007, 0.9073605, 0.…
$ coords.x1               <dbl> 22085.12, 25656.84, 23963.99, 27044.28, 41042.…
$ coords.x2               <dbl> 29951.54, 34546.20, 32890.80, 32319.77, 33743.…
$ geometry                <POINT [m]> POINT (22085.12 29951.54), POINT (25656.…

summary(gwr.adaptive$SDF$yhat)

    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
  171347  1102001  1385528  1751842  1982307 13887901 

10.5 Visualizing Local R2

The following code creates an interactive map showing local R2 values:

tmap_mode("view")

tm_shape(mpsz_svy21) +
  tm_polygons(alpha = 0.1) +
tm_shape(condo_resale.sf.adaptive) +  
  tm_dots(col = "Local_R2", border.col = "gray60", border.lwd = 1) +
  tm_view(set.zoom.limits = c(11, 14))

tmap_mode("plot")

10.6 Visualizing Coefficient Estimates

We can visualize the standard errors and t-values of the AREA_SQM coefficient using the code below:

tmap_mode("view")

AREA_SQM_SE <- tm_shape(mpsz_svy21) +
  tm_polygons(alpha = 0.1) +
tm_shape(condo_resale.sf.adaptive) +  
  tm_dots(col = "AREA_SQM_SE", border.col = "gray60", border.lwd = 1) +
  tm_view(set.zoom.limits = c(11, 14))

AREA_SQM_TV <- tm_shape(mpsz_svy21) +
  tm_polygons(alpha = 0.1) +
tm_shape(condo_resale.sf.adaptive) +  
  tm_dots(col = "AREA_SQM_TV", border.col = "gray60", border.lwd = 1) +
  tm_view(set.zoom.limits = c(11, 14))

tmap_arrange(AREA_SQM_SE, AREA_SQM_TV, asp = 1, ncol = 2, sync = TRUE)

tmap_mode("plot")

10.6.1 By URA Planning Region

tm_shape(mpsz_svy21[mpsz_svy21$REGION_N == "CENTRAL REGION", ]) +
  tm_polygons() +
tm_shape(condo_resale.sf.adaptive) + 
  tm_bubbles(col = "Local_R2", size = 0.15, border.col = "gray60", border.lwd = 1)